{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "黄金，大宗商品"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             日期     10年\n",
      "950  2025-04-10  1.6444\n",
      "951  2025-04-11  1.6568\n",
      "956  2025-04-14  1.6584\n",
      "959  2025-04-15  1.6583\n",
      "962  2025-04-16  1.6430\n",
      "965  2025-04-17  1.6522\n",
      "966  2025-04-18  1.6493\n",
      "971  2025-04-21  1.6664\n",
      "974  2025-04-22  1.6509\n",
      "977  2025-04-23  1.6611\n"
     ]
    },
    {
     "data": {
      "image/png": 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ZunUrt912W5qP+f777/Hw8OCbb75x3LZ//35q1aqV4WuKj49PMcT8SrVq1XIco23btsyePdvRHql58+Yp9o2MjKR58+bs27ePF198kZdeegmbzZZmxUTv3r256aab+Pjjj+nWrZvj9oiICN555x0mT57MK6+8wueff85rr71Gu3btiI6O5qOPPiI+Pp4HHniAxYsX88gjj9C4cWN+++032rVr5zhOw4YNUwwkz4ifn1+untBPXlHi5eWV4vPduHFj/vjjD0f1jDXDBGDjxo3MmDGDpKQk5syZ4wir0ptZArBw4UJ69uwJQM+ePWnXrh1nz55l8ODB9O/fn6SkJKpXr05QUBDjx4/ntddeY926dXTu3Jk9e/Y4WlaJiIiIiBRkqtgQERERkQKrdOnSAKne0X/hwgXHrIKoqChiYmJITExMt/LjStasDauq49SpU0RFRZGUlOR4J781h+PUqVPExMQQHR3NP//8w9SpU5k6dSoXLlzI0mtZu3Ytd911F3/99Vea93t7e6cKZqwQ5tChQ9jtdrZv386xY8ew2+2sWLECDw8Px0n2s2fPcvz4caZOnUrXrl154403Uj3HoEGD+Oabb5g8eTJ9+vRJ1bKocOHC/O9//+P111/nvffeo3jx4hlWSVSsWJGmTZvSo0cPxzHOnDnDL7/8wuLFi3nllVc4ffo0nTp1olq1arz00kuUKFGCyZMnExcXx9GjR1m4cCEjR46kQYMGWfp8Wi5cuEBsbGyKlkx5ycvLi7Jly1K+fHmqVavmqC4aO3YsLVu2ZMmSJQBMnTqVkSNHOj7nv/32GxcvXkzx4enpmaKd1oQJE2jYsCG1a9fm9OnTfPnll9StW5cqVapw7tw57r//fm6++Wbmzp3Ljh07SEhIoFmzZnn+ORARERERcTVVbIiIiIhIgRUUFETlypVZu3YtrVq1AsxMhM2bN9OpUyfADFNev3694zHLly9nzJgxKY4zePDgFDM2LDNmzKBp06Y0atTIMRch+SDtgIAAqlevzsyZM0lMTGTOnDmOdaQ3Y+PSpUucOnXKcTxrxsZtt93GpEmTCAoK4uzZs5l6/VdWLAwZMoQWLVowadKkVPueP3+eIkWKULVqVW677TZCQkJSzREZOHAgzz//PL/88gsbNmxI8zn79evH4sWLqVChAsePHyckJIQWLVo4gh6r/VHVqlWpWbNmqgqY8uXLs3XrVkdVgvW1OH36NJ9++ik9evSgRYsW9OvXzzFf4sUXXyQ2NpakpCQ8PDzYvn07QLqzIux2O7GxsZQqVcoRMFWqVCn9T6QL7N27l9q1a2d6/379+hETE8Po0aNTvQ5PT08KFy6cqsUa4PicAIwfP57x48fTt29fqlevzvjx44mIiKBChQr0798fMGFV7969iY+Pp3PnzmnOKxERERERKWgUbIiIiIhIgXb33XczefJkhgwZQmBgID///DNnzpxxtD9avnw5NpsNLy8vvL29U5wYBihZsiQffPCBY+g3mHkZcXFxjrZCsbGx7N+/n23bttG3b1/AhB633norRYsW5ZdffsHLy4t69epddb2///47gwcPxtfX11GBERISwocffojdbichIYFXX301U689Li7Ocfny5cvs2bOHJ554IsXrSEhIwMvLi/r163Py5EnHie3PPvss1fEOHTqEl5cXvr6+GZ4Av1pLr+SurJJp1qwZe/bsSXf/li1bpnvf7t27qVu3Ln369OHkyZP4+Pik+npaEhISeO6552jTpg0eHh6UL18+02vOqgULFvD888+zf//+TD+mZs2avPXWW+nef+UMl/Rs3bqVuXPn8uCDDzJ//nxWr15No0aN6NixIwAdO3akZs2afPHFFylaoImIiIiIFGRqRSUiIiIiBdpLL71EVFQULVu25P777+fBBx+kd+/ejvkQhQoVIiAgIMOT4Ffy8PDAz8/P0cbJbrfz5JNP8sknnxAVFUViYiKff/45vXr1Ijo6mm+//ZZOnTpRpEiRdI+ZmJgIwH333UdcXBwRERGphn2HhYVx+fJlRo0aBaQ9kDwpKclRqVG+fHlWrFhB2bJlmThxIjabjT59+jBu3DjsdjsREREp5j1kFFYsXbqUrl270rp1awYMGMBNN93EvHnzMvX5yopNmzYRHR3teB3Wx6lTpwD4999/U9xuhT1RUVGOiogDBw4QHR1NWFhYuoPTIyMjeeuttzh69CjlypXLcM5ITtjtdn7++WdatGjhaH/mCitWrEj1eUgrUGrcuDGbNm2iXr16PP/880yYMIHw8HBmz54NQHR0tKN9lTVEXERERESkoFPFhoiIiIgUaKVLl2bjxo28/PLL7NixgxEjRvDmm29m+vGJiYlXHUL96quvsnfvXjZt2kRAQAAAM2fOpFmzZowZM4YFCxYwZ86cFI9JSEhIEaQkJCRk4VWl/5ikpCRHSOLj44OnpydDhgzhl19+4eeff8bPzw8PDw/uvfdeqlatyv/+978UMy6Sv+7ExESOHz/OW2+9xZQpUxgyZAifffYZXl5ejBw5kj59+tC6dWsefvhhHnvsMfbt2+eYfZGQkEBISIhjvkdISAhgTvQfOHCAmJgY4uPjOX78ODt27MDf35+aNWtm6+S/p6dnhgO1M7Jjx45UbaiOHDnCxYsX8fX1TfE1On/+PPHx8Y7XkpzV3qpatWoULVoUMPM7Tpw4Qe3atXnrrbfYvn07YWFheHl5ERISwvnz54mJiXEcLzExkejoaG644Qb8/f1ZvHgx586dIzExMdXrS69i48p/qzabjfr16/Pnn39y9uxZpkyZwsWLF5k/fz433HADAwcOJDAwkJdeeomBAwcSHR3NAw88kPVPpIiIiIhIPqJgQ0REREQKjIceeihFyyhL+fLl+e6777J1zPj4eEdQkJbQ0FDWrFnDnDlzKFGihOP2smXLsmbNGtq2bUu7du3o06cPALGxsXTo0IFt27bx3HPPOfa3ZnBktmoEoG3btqlui4mJITY2ltWrV9OjRw98fX3p27cvW7dudVQ0vPjiiwwdOpTRo0fz0Ucf0a1bt1QtoWJiYoiJiWHy5Mn8+uuvzJw5k7vvvttx/4QJE7jjjjt47bXXHGHE8OHDWblyJZ6ennh4eNCmTRvAVIJYl/39/R3tusCEQrGxsfTu3ZuZM2em+1qtr0FaVSpZNW/ePJYuXcqFCxeYO3duiq8DwHvvvcfUqVPTbE0GOF7LleuLiYlhwYIF3HzzzQBMmzYNPz8/5s6dy7hx45gzZw5eXl7YbDaWLl2a6niJiYnExsayY8cO6tSpw7fffsvq1asZMGBAiqHeiYmJ/Pbbb3To0CHFGkqWLJmi6mLXrl1MnjyZmTNn0rhxY9atW8cNN9xAVFQUo0aNokmTJtx33318/vnn+Pr6EhcXx4MPPsiGDRvSbEUmIiIiIlJQ2OxXe3uaiIiIiMg1zNfXlwkTJvD0009n6/HLli2jZs2aKYaKf/bZZwQFBXHfffc5Tpw//PDDKVoEXc3o0aNZuHBhukO8wcycqFWrVoZtlux2+1XDlMuXL7u0jVJ2HDhwgJo1a7Jq1SrHfIjs2rVrF3fccQfVqlWjW7dujBgxIt1B4zmRkJDAv//+m2YAlV2xsbH4+fmxYsUKOnfunOG+UVFRvPzyywwcODBVGPPZZ5/RoEGDVMeYM2cOLVq0oEqVKi5bs4iIiIhIXlOwISIiIiKSByIjI7Hb7RnO4RAREREREZGrU7AhIiIiIiIiIiIiIiIFhsfVdxEREREREREREREREckfFGyIiIiIiIiIiIiIiEiBoWBDREREREREREREREQKDAUbIiIiIiIiIiIiIiJSYHi564l/DfmVEYtHcDTsKA1KN2BG3xnUK1UvU4/tP7s/pQNK8+mtn2b6+RISEtiyZQtlypTBw0N5joiIiIiIiIiIiIgUHElJSZw5c4amTZvi5eW2U/v5gs1ut9vz+kkPhB6g5Vct+b/b/o9OVToxbNEwTkSc4K+H/7rqYxfuW8jgXwez5+k9BPkFZfo5//33X1q1apWDVYuIiIiIiIiIiIiIuNeGDRto2bKlu5fhVm6JdXaf3824buPod0M/AJ5o8QS9pve66uMux13myd+f5N2b3s1SqAFQpkwZwHzRy5Url+U1i4iIiIiIiIiIiIi4y6lTp2jVqpXjXPf1zC3Bxm21b0txfc+FPdQqUeuqjxuzagxxiXF4eXix9MBSbqp+Ex62zLWVstpPlStXjooVK2Z90SIiIiIiIiIiIiIibqZRC/lgeHhcYhwT/p7A0OZDM9zvyKUjfLz+Y6oVq8bBiwd5adlL3PnTnSTZk9LcPzY2lvDwcMdHREREbixfRERERERERERERETykNuDjTdXvEkh70IMaTYkw/2mbZtGmUJlWP7AckZ3Hs2qh1ax9uhalh1club+7777LkWLFnV81K9fPzeWLyIiIiIiIiIiIiIiecitwcafh/5k0r+TmN53Ot6e3hnuezz8ON2qd8PPyw+AIr5FqFWiFvtD96e5/yuvvEJYWJjjIzg42OXrFxERERERERERERGRvOWWGRsAhy4eYsCcAUy6dRL1S129mqJiYEV2n9/tuJ5kT+J4+HEqFKmQ5v6+vr74+vo6roeHh1/1Oex2OwkJCSQmJmbiFYi4hqenJ15eXthsNncvRURERERERERErnE6B5p/6Txh5rkl2IiOj+a2GbdxR5076FOvD5FxkQAU8i5ERFwE/l7+qSo47ql/Dy2+asGc4Dm0rtiaT9d/SnxiPN2qd3PJmuLi4jh16hRRUVEuOZ5IVgQEBFCuXDl8fHzcvRQREREREREREblG6Rxo/qfzhJnjlmBjyYElBJ8LJvhcMF9t/spx+6FnD9F5amcm3jKRO+vemeIx9UrVY0bfGby+4nX2XthLzeI1+fXeXynkUyjH60lKSuLQoUN4enpSvnx5fHx8lIpJnrDb7cTFxXHu3DkOHTpErVq18PBw++gbERERERERERG5xugcaP6m84RZ45Zg4466d2B/057mfYeHH073cb3r9KZ3nd4uX09cXBxJSUlUqlSJgIAAlx9fJCP+/v54e3tz5MgR4uLi8PPzc/eSRERERERERETkGqNzoPmfzhNmniKfZJSAibvo356IiIiIiIiIiOQFnYfK3/T1yRx9lkRERERERERERERErkGXLsH69XDxortX4loKNq5jp0+fpmXLlmzYsMHdS8kTZ8+eveo+iYmJTJ8+nZiYGMdtdrudr776ivPnz2fqeU6fPp2p5xIREREREREREZHsiY+P5/jx49jtaY88sCQlJeXRivKfWbOgalUYMgQqVjTXAZ55Bmw250fNms7H7NwJLVtCsWIwciQk//SuWgX16kHJkvDhh3n6UlJRsHEdmzp1KjExMTRt2jRT+//999/UqFHDcf2mm27iyy+/BMDb25vatWvToEEDSpcuzeDBgx37eXp6Uq9ePRo0aJDhh7e3NyEhISmec+HChYwaNYro6GiioqKIiYlh8uTJdO3alZiYGGJiYoiMjEzzB1TNmjXZtm0bAFFRUVStWpX58+df9XVOmDCBCRMmOK6vXr2a5557jsTExEx9np599lnGjBmTqX1FREREREREREQk6/bs2UOlSpWIjo7OcJ/WrVsTFhYGQGxsLAkJCan2S0xMTPFGZ4CXX36ZESNGABAcHEyJEiVS3H/69GkiIyNTHOOtt94iNjaWhx9+mIkTJ7Jp0yamTJkCQNu2bdmyZUv2Xmw2hIXBk0/C6tWwYwdMmmSCCoCNG+H3300Vx8WLYC0rNhZuvx2aNzf7BAfD1KnmvnPnoHdvGDAA/v4bfvwRVqzIs5eTiluGh4trnT9/npYtW7JixQqqVq0KwM6dOxk8eDD79+9nyJAhvP/++9hsNsdjIiMj+fDDD/Hx8XEEG5cvXyYgIACbzUZcXBxRUVFMmDCB/v3788cff/DEE09w6tQpGjRoAMCRI0fYvXs35cuXx8fHh4ULF1KzZk1Gjx7NmTNnHM/l7e3NmjVrKFmyZIavo2zZsvj4+KS47YsvvqBfv34sXryYZcuW4eXlRXBwMIcPH+bll18GTDr71ltvUaJECZYuXUqZMmVo1KgRfn5++Pr6AvDLL7/QpEkTevd2Dp9PTEwkMTERHx8fEhMT8fDwwNPTk7feeotly5Y59vv6668ZNmwYZcqUASAhIQEvL/Ot8+677zJ58mRKlCjhuO3SpUvYbDZatGjheJ7Q0FA6derEd999l5kvqYiIiIiIiIiIiGTAOu/n7++f7j61atWiTJky3HfffSxYsIA2bdqwd+9evL29iY2NJTExkYCAABISErDb7Vy+fNnx2OSDu729vfHz8+PUqVP8/fff/Pbbb/z888+MGTOGkf+lBZ6enpw9e5ZXXnkFLy8vfHx8+Oyzz+jSpQvnzp1j8+bN1ExeGpHLwsNh4kRo1Mhcb9YMLlyAhATYtQs6doTChVM+ZtEiE4h8+CEEBMDYsfDUUzB4sAkyypeH1183VR5vvAFffw1duuTZS0pBwUYBd/78eW677TYOHz7suC02Npbbb7+dm2++mZ9++olnnnmGqVOnpqiiePPNN2nXrh3z5s1z3BYUFMTSpUvT/Abr3r07s2fP5sEHH2Tnzp0A3Hbbbdx111307NkTT0/PFPsnv+7t7Q2YVPLQoUP4+voSERFBYGAgCQkJxMTEONo8JR+Os3v3bjZt2sSvv/7KxYsXGTlyJD4+PoSFhREeHs6yZctITEykcePGjsT0yy+/pFu3bjSyvmP/8/HHH7N//35KlixJUlISkZGReHl5ceeddzJ9+nSefvppvv76a3x9fR1r//bbbwEcocekSZNISEhIkey+8sorDBo0iEqVKgHw+++/8+KLL7J+/Xr8/PwcYce6deto165dhl9LERERERERERERyRzrTdzJ38x9JQ8PD6ZNm8aiRYsAUlRMfPDBB+zcuZOpVknCf6w3Q4NpUR8VFYXNZuP06dPcfvvttGvXjttvv50PPvggRRXHsWPHaNWqFRcvXmTJkiV4e3uTmJiIp6cny5cvp1WrVhQpUgTAEaRY501zQ6VKcN995nJ8PHz0EfTpY6o3kpKgSRM4cQI6dYIvv4TKlWHbNmjTxoQaYEKR4GBzeds2E2JYn+5WreC/9527hYKNAu7ee+9l4MCBrF+/3nHbokWLCAsL48MPPyQgIICxY8fy1FNPOYKNzZs3M2nSJDZv3pzp5/H09MTT05MDBw44KhH279/P3XffjaenJzabjT59+uDr68vJkye56667UjwWTCsrMGVabdq0SRHGpOXFF1/Ey8uLhIQE4uPjWbduHX5+fkyfPp158+Yxa9Ys7HY70dHRhIWFUbRoUXx9fR1prWXBggUkJiZy4cIFPDw8WL9+PU8//TT//vuvY5/PP/+czz//HDAVICEhITRs2BCA48ePU6pUqVTHBVOG1q5dO7755ht69uzJq6++yvvvv8+BAwe4++67WbNmDevWrWPw4MH8+eefNG/ePNOfcxERERERERERkdxkt0NUlHueOyDAeZI8Jy5duuS4nJSURFxcHCVLlnS84bhEiRIMGjQo08dbtWoVgwYNIioqCrvdzrRp01i7di3lypVj48aNKfZdvXo1586do2/fvpw+fZo///yT3bt3s2HDBm688Ubq1q3LkiVLSEpKYvfu3VStWpWwsDDsdjsffvghDz/8cLZec0REBOHh4Y7raZ0TtWzbBl27go8P7N5tWlDVqQOffmpmZYwYAY89Bn/8Yao8qlVzPtZmA09P064qPBzq13feFxgIJ09ma/kuoWAjHXa7naj4vP+uDvAOyDBlvNJXX31FtWrVePbZZx23bdu2jTZt2hDwX7TWqFEjgv+L1i5evMjdd9/NI488Qv3k/xKTsdvtjmTyym+IGjVq8M8//wBwxx13OG632WzMnj2bGjVq8NZbbxEaGprp15CW7777jq1btzrClCZNmuDv75+iosNqu5WYmEjPnj2ZPn16quPExsby4osvEhQUxIgRI/j44485duwYlStXTvN5L1++TP/+/fn7778JCQmhVKlSDB06lM2bN/Pcc88xdOhQCier0apfvz4LFy5kxYoVfP/998TFxbFixQqWLl3K22+/TWBgIOPGjWPlypWZnmUiIiIiIiIiIiKSF6KiUrcjyiuRkVCoUM6PU6xYsVS37d69myVLlrBp0ybi4+MZOHAgt912G7GxsRw4cCDN86JWdUXXrl05efIko0ePJiYmhnHjxnHq1CnOnz/PF198QdGiRQHz5uhJkybRqlUr+vbtS8uWLXn44Yd55JFH6NKlCzVq1CA8PJwvv/ySChUqMHfuXLp168ZLL71EqVKlsh1qAKnW/+abbzJ69Og0923UCJYsMQHGkCEwe7azkgNg8mQTZoSHg5cXXJmP+PmZfydX3mfd7i4KNtIRFR9F4Xfz/rs68pVICvlk/ju6WvII7T/h4eEpbrfZbHh6enLx4kWKFCnCe++9R/fu3fH29qZmzZqOioqIiAh69uzpKJNq0qQJP//8c4pj79+/nyZNmgBw9OhR7rnnHsD5je/l5ZUifEjumWee4aeffsLX15dTp05RtWpVoqKi6NKlS6rn+f3333nzzTd5++23qVOnToZDgDJy5MgROnbsyN13381zzz0HwPbt21O1qgLYtWsXAwYMwNfXl7Vr11KqVCkA5s6dy3fffceYMWN49913ef755xk1apTjce3atcPT05NOnTpx8uRJ3nrrLSZMmMC+ffuw2+0MGzYs1XAhERERERERERERybnk5w2tNvJBQUHUrVsXgIceeohDhw4B5nxmhw4dHG/KtjrDxMbG0qdPn1RvnL5w4QLffvstgwcP5uuvv2bfvn2cOnXKcf+9997rCCimTp3K+PHj+fXXX/m///s/6taty759+3j88ceJioriwIEDdOvWjZMnT9K4ceMcvebg4GAqVKjguJ5etQaYqovmzWHaNKhRAy5dgqAg5/2lS5vWVKdOQfHi8N8UAoeICFPtUby4GSB+5e3uomDjGuTl5ZXqH7Ofnx9RUVEUK1bMEUb4+vqmGOodFBTEokWLMhxiU7NmzRQzNixxcXF8/fXXlChRgnXr1lG7du1Uj/3kk0/45JNPHK2o/v77b7788kteffXVVPv+8MMPHDhwwHH9zJkzlC9fnnr16qXYLzIyknLlyjnaXF2pdu3a9O7dm/j4eE6cOMHBgwdZtmwZY8eOTbHfxIkTeeWVV3jmmWd4++23U/S38/b25pFHHmHAgAG89957jh57AGvWrOH111+ndOnS9OjRgzFjxjBo0CCCg4OZOHEia9as4eabb6Zly5a8//77PPjgg+l+bkVERERERERERPJSQICpnHDXc7tC8iHfQIpuKxbrXJ811NsycODAVDM2IiMjWbJkCYsWLeLAgQNUqlSJffv2pXkOs2TJkgwfPhyAe+65h7vuuovt27fz77//8tFHH+Hp6ckjjzzCCy+8wF9//cXjjz/OwYMH0zx3mhVFihQhMDAww31WrYIFC2D8eHPdx8eEHGPGQMuWMHCguf3vv8HDw8zkaNkSvvrKeYxDhyA21oQaLVtC8txnyxZIlq3kOQUb6QjwDiDylbz/rg7wzvl3dPHixR3hgyUiIgIfHx/i4+Ox2+14eXmlGvh9Jasnna+vL3FxcSlO6FsSEhKIiIggLi6Ob775BpvNRmRkZKa+OUuVKsWlS5c4cOAAderUSXHflYNzfHx88Pf3Z+fOnYSEhDB//nxefPFF/vjjD8aNGweY8q+tW7eyd+9ePv30U/bv35/ieP3792fEiBEcPXqUjh07pjh+t27dCA0NZfz48fz888+cP3+eQoUK4e/vz7Fjx6hUqRKRkZH07t2bb775xvG4ZcuWcfvtt/P8888zfvx4HnvsMdatW0elSpWYP38+r776KnfeeSdNmza96udbREREREREREQkL9lsrmkHVVBkZgTA6NGj2bFjB6VKlaJLly688cYb7Nu3j4SEBI4fP+7YLyQkhJtvvtlxfdKkSXz88ceEhoYSGBhIjRo1OHv2LKNHj2bo0KHUq1ePS5cusWfPnhxXbGRG7dpmKHitWtCzJ7z2GvToYao3XnsNypSBxEQYNgweeMAETR07mpZU334LgwfD2LHQrZuZs9G7Nzz1FCxbZgaOv/8+JHv5eU7BRjpsNluWWkLlJy1btuSrZNHaoUOHiI2NpXjx4nz66ad8/OnH+Hr7UqlSJTp37uzYLyIigltvvdWRWiYlJZGQkMCKFSsYP348y5cvx8vLy9GKym638/777xMaGoqPjw8nT57E09OT0aNHc/78+RRrOnLkCNWrV6do0aJ4eHgQERFBzZo1SUpK4ttvv2X+/PkZvqbY2FjH5a1btzJnzhxefPFFwIQrYMKL7t2706xZM3r16pUqvLj//vtp164db7/9dqp2WQ0aNODixYusW7eOZcuWMWjQIAYNGsQtt9xCyZIlOXz4MFOmTEkxICgxMZGXXnrJUR0zcuRIAIYPH07hwoVp3LgxCxYsAEyvv5iYGBISEhyDi0RERERE8qvYWDhzBtIZTSciIiJSoJw+fZrPP/+cnj17XnXfcePG4eXl5ZixAeZc8ZkzZ2jQoIFjv7i4uBRByYsvvsiQIUNo1qwZW7duxd/fn5o1a3LvvfcSGBjIjTfeSN++fenQoUOqN3XnhnLlzDyN4cPhhRdMCPHdd1CqFOzaBX37msBi0CATYICZozFlCgwYACNHmkqOlSvNfSVLwkcfwa23mrksQUFwRbFLntIZ1mtQx44dCQ8Pd/R/Gzt2LN26dcPT05N+j/SjQ78OFPEpQq0StfCwOU/wBwUFsXDhwjRbUU2cOJH9+/fz7rvvMmnSJI4dO8bnn3/OhAkT+PTTT2ncuHG6FQkJCQlUqVKF8PDwq649KSkpzdv9/f156aWXANP7rlevXmzevJlKlSrxxhtvOPb76KOP0nz8+fPnGTFiBBUqVGDGjBk89NBDKfrQQeYS2+SCg4O566678PPzS/HaT5w4gaenpyPUABMCxcfH8/HHH9O9e/csPY+IiIiISF576CH46SfYtAmaNXP3akRERERyZvz48XTr1i1TwUZ6b0ouU6ZMii45ISEh3HLLLSn22bx5M6VLl6ZXr14UKVKExo0bU/m/d4oMHTqULl26MG/evOy/kCzq3t2EGFd6913zkZbeveHAAfN3YJs2kHx08NChJiAJCYEbb3Tf4HlQsHFN8vLyYsqUKQwYMICRI0fi4eHByv+itSC/IE5HniYiLoJjYceoElTF8bjExMQ0202BCSceeeQRunXrhp+fH5UqVWLt2rW8+uqrzJ49m0cffTTd9cTHx2d67Vb1hbUeK+goWrQo999/P48//jh79uzh+++/56OPPuLzzz9nyJAhtGnTJlVfObvdjt1u55dffmHkyJE0aNCA5cuX884779CoUSOee+457rvvPipWrEhkZCTR0dEkJiYSGRlJQkICMTExRP7XZDAyMpLY2Fji4+MJDw/HZrPRsGFD9u3bl+o1WBUbb7/9dqZft4iIiIhIfhEfD7/9Zi7v369gQ0RERNwvOjqa06dP4+fn53hzstUx5vTp0yn2tdvtxMXFUa5cOXx8fDhz5gzFihXjs88+y/A8ZXx8PJ6ensTExLB69Wo2bNhAixYtHMc8ffo0FStWdOyfkJCQas5xt27d6NKlCy+//DLLli2jePHiDB06lFGjRjFy5Eg6derEqFGjaN26NWXLlnXJ5yY3lC0LvXqlfV+1aubD3RRsXCPsdnuK67179+bAgQNs2rSJNm3aUOK/aC3AO4DqxaqzP3Q/56LO4e/tT+lCpQHzAyIuLi7N43/yySeUKlWK119/HTBDeaZPn87rr7/OpUuXePzxxwFYunQpv/76a4rB4vHx8dx4441XnTFx4cKFFMFGXFwccXFxhIWF0aFDB06fPs3999/P33//TdGiRRk9ejSDBw/mscceY9asWTzyyCMpjhcbG8v8+fMZN24cY8aMYdiwYdhsNsaOHUvnzp157bXXaNSoERcuXKB9+/b4+Pjg4eHh+AH1xx9/OI6V/IfW9OnTueeee/juu+/SfB2xsbF5Uk4mIiIiIpIbNm2Cy5fN5Sy8R0lEREQk12zevJlOnTrh6+uboutKoUKFUnWfsdvtxMbGsm3bNooXL87KlStZtmwZ99xzD7t27cLT05OgoCDH/kFBQY7HLF68mA4dOvDwww9TsmRJ3v2vrCE+Pp6yZcummrGRvM3/0aNH+fHHH/nhhx/o2rUra9aswcvLi7Fjx9K6dWvGjRvHgw8+yNChQ2nSpAk//fRTisdL1tjsV54Rv0YdP36cSpUqcezYsRQnqQFiYmI4dOgQ1apVw8/Pz00rzFunIk5xIuIEAHVL1KWw79XrhuLi4hzzNyzr168nPDzc0V5py5YtzJo1i5EjR1KsWDHAVDsUzmFd0okTJyhXrlyq2RiZER0djb+/f46eP7ddj/8GRURERCR/GjcOXnnFXP72W9OWSkRERAq+6/X8U0hICHXr1s315wkPD+eTTz7hgQcecLSfstvtfPzxx9x1112O2wBmzpxJ79690/w6ZPR1yugc9/VGFRvXqbKFyxKdEE1odChnLp/JVLBxZagB0Lp16xTXmzZtStOmTVPcltNQA0g1DyMr8nuoISIiIiKSn6xa5bysig0REREp6PIi1AAIDAzktddeS3GbzWZj+PDhqfbt169fnqzpWpb1t7/LNcFms1G2sOnjdinmEglJCVd5hIiIiIiIXOvi42HtWuf1dDrVioiIiIi4lYKN65i/lz/+Xv7YsXMx+qK7lyMiIiIiIm62eTNERjqvq2JDRETk2nOdTCYosPT1yRwFG8kkJSW5ewl5ymazUdy/OACh0aFuXs317Xr7tyciIiIi+dPKlSmvK9gQERG5dnh7ewMQFRXl5pVIRqyvj/X1krRpxgZmdoSHhwcnT56kVKlS+Pj4YLPZ3L2sPFHIVggSICIhgvDIcHy8Us/RkNxjt9uJi4vj3LlzeHh4pDnHREREREQkr1jzNTw8IClJrahERESuJZ6engQFBXH27FkAAgICrptzoAWB3W4nKiqKs2fPEhQUhKenp7uXlK8p2AA8PDyoVq0ap06d4uTJk+5eTp6LiIwgNiGWhNAEivoWdfdyrksBAQFUrlwZDw8VUYmIiIiIeyQkwJo15nLr1vD336rYEBERudaULWtm7lrhhuQ/QUFBjq+TpE/Bxn98fHyoXLkyCQkJJCYmuns5eerfXf/yxl9vULtEbeYPmO/u5Vx3PD098fLyUkIuIiIiIm5lzdcICoLmzRVsuJLVKlt/8ouIiLvZbDbKlStH6dKlidcv+nzH29tblRqZpGAjGZvNhre393XXv+z2+rfz6KJHOXL0CPvC9tGwTEN3L0lERERERPKY1YaqY0fw9TWXdb4j5+x26NQJoqJMWHS1/27OmgX//gvjxpmWYCIiIrnB09NTJ9ClQNOfSUIx/2LcUvMWAOaFzHPvYkRERERExC2sweGdOztPvmvGRs5dvmxafG3aZAKLjPzxB/TvD+PHw19/5c36RERERAoiBRsCQO/avQGYv1etqERERERErjfJ52t06gQ+PuayKjZyLjzcefnPP9Pfb98+GDDA2bbq2LHcXZeIiIhIQaZgQwDoVbsXABtPbuRkxPU3QF1ERERE5Hq2dStEREDRotC4sbNiQ8FGziUPNpYvT3ufiAi48064dMl526lTubkqERERkYJNwYYAULZwWVpVaAXA73t/d/NqREREREQkL1ltqDp2BE9PtaJypeTBxrp1EB2d8v6kJHjgAQgOhvLlYeBAc7uCDREREZH0KdgQB3e3o4qIjeCLjV+w5/wetzy/iIiIiMj1Kvl8DVArKlcKC3NejotLPTvjnXdg3jzzOf/lF2jWzNx+UoX0LhUTA8OHw4oV7l6JiIiIuIKCDXG4vc7tACw7uIyo+Kg8fe7VR1bT+P8aM/T3odw96+48fW4RERERketZYmLK+RqgVlSulLxiA1LO2Zg/H954w1z+v/+D1q2hXDlzXRUbrjVvHnz8Mbz+urtXIiIiIq6gYEMcGpZuSJWiVYhJiGH5wXSav7rQqYhTzAmew5D5Q+g8tTOHLh0CYOfZnew6uyvXn19ERERERMx8jfBwCAyEJk3MbQo2XMcKNmw2s7XmbOzeDYMGmctPPw2DB5vLCjZyx86dZnvunHvXISIiIq7h5e4FSP5hs9m4vfbtfPbvZ8zfM99RweEKiUmJ7Dy7k7+O/cW6Y+v469hfHL50OMU+jzR9hMOXDrP80HJmBc/ihtI3uOz5RUREREQkbVfO1wDN2HAlK9ho1860odq4EY4ehTvuMEPDO3aEDz907l++vNmqFZVrBQeb7cWL7l2HiIiIuIaCDUmhd53efPbvZ8wMnklhn8K0rdSWthXbUqlopWwd79DFQzy18CnWHl1LRFxEivs8bB40LN2Q9pXac1e9u7ip+k18t+07R7AxuvNoF7wiERERERHJiBVsWG2oQDM2XMkKNm64Ac6ehX37TJhx5AhUqgSzZjmDJHBWbEREwOXLUKhQ3q/5WrTrv6YAoaFgtzsraERERKRgUrAhKXSq2omyhctyOvI0E9dPZOL6iQBUKFLBEXK0rdiWZuWa4evle9XjjV83nkX7FwFQxKcIbSu1pV3FdrSv3J5WFVoR6BuYYv/edXrj7eFN8Llgdp3dpaoNEREREZFclHy+hjU4HNSKypWsYCMwELp2NcHGkSPg5wdz50Lp0in3L1LEhBmXL5t2VDVr5v2arzWxsbB/v7mcmAiRkebzLCIiIgWXgg1JwcfTh21Dt7HkwBL+PvY3fx//m+1ntnMi4gSzg2czO3g2AIV9CrN40GLaVWqX7rGS7EnMDZkLwHd3fsfAhgPx9PDM8PmD/IK4uebNLNi7QO2oRERERERy2bZtEBaWcr4GKNhwpeTBRqtW8MUX5vpXX0Hz5qn3t9lM1cb+/aYdlYKNnNu7F5KSnNdDQxVsiIiIFHQaHi6plC5UmkGNBjGp1yQ2P76ZsJfDWPHgCsZ2HcvttW+nmF8xIuMimblrZobHWXdsHacjT1PUtyj9G/S/aqhhuaf+PQDMCp6V49ciIiIiIiLps9pQdegAXsne9ma1otKMjZxLHmzcfjvcey989JFzcHhaNEDctaz5GhbN2RARESn4VLEhV1XIpxCdq3amc9XOAPy4/UcGzR3E+hPrM3zcnOA5gGkv5ePpk+nnS96O6pVlr7D1zFbORJ7h2zu+pXHZxtl+HSIiIiIikpIVbCRvQwWq2HCl5MGGnx/MmHH1x2iAuGtdGWyEhrpnHSIiIuI6qtiQLGtVoRUAW05tIS4x7bdw2e12fgn5BYC+9fpm6fhWOyqAcX+N44/9f7Dl9BZu+fEWDl86nP2Fi4iIiIiIQ3rzNUDBhislDzYySxUbrqVgQ0RE5Nqjig3JsprFa1LMrxgXYy6y/cx2WpRvkWqfjSc3cjTsKIW8C9GjRo8sP8fL7V/mQOgBahavSZeqXZi6bSrbz2zn5h9u5q+H/6JkQMmrHmP3ud3MDp5Nkt00U21Stgl31L0jy2sREREREbkWbd8Oly6ZWQNNm6a8zwo21Ioq57ITbFgVGwo2XMMKNgICICpKrahERESuBQo2JMtsNhutKrRi8YHFbDixIc1gY85u04aqV+1e+Hv7Z/k52lduT/BTzrfV9G/Qn7Zft2Xvhb3c8sMtTO87ndolaqf7+ISkBO746Q72he5Lcfubnd5kdOfRWV6PiIiIiMi1Jr35GuCcsaGKjZzLScWGWlHlXHy8GR4O0Lo1rFihig0REZFrgVpRSba0rtAaIM05G3a73RFsZLUNVXrKFynP4kGLKe5fnE2nNtHw84a8uvxVLsddTnP/mbtmsi90H8X8ivFEiye4t8G9AIxZNYY3V7yJ3W4nOj6a3ed2Ex0f7ZI1ioiIiIgUJKtWme2VbahArahcSa2o3Gv/fkhIgMKFoVEjc5sqNkRERAo+BRuSLdacjQ0nNjhu+3T9p3T7rhvlJpRjf+h+/Lz8uLXWrS57zrol67JhyAZ61uxJXGIcY9eOpd6kevyy+xfsdrtjvyR7Eu+seQeA59s+z+Rek5nRdwYfdP8AgLdWv0W1j6tR+N3C1J9cn5LjS9Ln5z5M3TqV81HnXbZeEREREZH8KikJVq82lxVs5B673TWtqBIT4X//c4ZRknm7dplt/fpQooS5rIoNERGRgk+tqCRbrGAj5HwIl2Iusfvcbp7545kU+zzd8mkK+xR26fPWKF6D3wf+zvw983n2j2c5EnaEvjP70qNGDz7t+Sm1S9Rm7u65BJ8LpqhvUZ5u9bTjsc+3ex4PmwfPLXmOI2FHAPDz8iMqPop5IfOYFzIPD5sH7Su15446d3BH3TuoWbymS9cvIiIiIpIfbN9u3rVeuDA0a5b6fqsVlWZs5ExMjKkWAChaNPOPsyo2Ll2C6GiYPx/eeMPMQtm82eXLvKZZ8zXq14dixcxlVWyIiIgUfAo2JFtKFSpF9WLVOXjxIBtPbuSjfz4C4I46dzDqxlHUL1Xf5aGGxWazcUfdO+heozvj1o7jvb/eY8mBJTSY3IAX2r3Awn0LAXim9TMU9Uv5v4cRbUfQqkIrohOiaVC6AWUKlWHL6S38GvIrv+75lW1ntrHm6BrWHF3DC0tfoH6p+gxtPpRhrYflymsREREREXEH653/ac3XAFVsuIpVrWGzQaFCmX9c0aLg729CjVOnYPFic7tmbmRd8mCjeHFzWRUbIiIiBZ9aUUm2WVUbn2/8nIX7FuJh8+CDHh/QqkKrXAs1kgvwDuCtLm+x68ld9KzZk/ikeN5d+y7bzmyjsE9hhrcZnubj2lduT7fq3ShbuCw2m41m5ZoxpssYtg7dyqFnD/HJLZ9wU7Wb8PLwIvhcMM/88QxnL5/N9dcjIiIiIpJXrMHhabWhAgUbrpK8DZXNlvnH2WwpB4hbwcb586aNmGSeKjZERESuTQo2JNusAeK/7P4FgAENBrildVPN4jX5feDvzOs/jypFqwAwvPVwivsXz/KxqgZVZVjrYSx7YBlnXzhLpcBKgGm5JSIiIiJyLUhKclZsdOqU9j5WsBEXZ+ZESPZkZ76GxQo2li1zVmokJkJYmGvWdj1ISIA9e8xlVWyIiIhcW9SKSrLNqtgAsGFj1I2j3LaW5O2ptp3eRuuKrXN8zGL+xbih9A0cCz/GnvN76FilowtWKiIiIiLiXjt2mHesFyoEzZunvY81YwPMyfS02lXJ1eUk2LAGiE+blvL2c+eclQeSsT/+MOFcYCBUqeKcd6KKDRG5mthY8PV19ypEJCOq2JBsa1q2KV4e5n84fev3pX6p+m5ekWlP1bZSWzxsrvmnXadEHQD2XNjjkuOJiIiIiLhb8vkaVmXGlZLfrnZU2eeKio3Dh1Pefu5cjpZ03bDb4e23zeWhQ8HDwxkIhYc7Qw4RkeTsdpg40cw66tQJDh1y94pEJD0KNiTb/L39uaXmLRTyLsQbHd9w93JyhYINEREREbnWXG2+BijYcBWrbVROKjYsVhul8+dztqbrxfLlsH69GcL+3HPmtqAg5/2XLrljVSKSn4WFwT33wIgRpmJj9Wpo3NhUzqkto0j+o2BDcmT2PbM5MvwIDcs0dPdSckWdkv8FG+cVbIiIiIhIwZeZ+RqQMtiIi8vdNV3LXFGxAVChArRpYy6rYiNzrGqNxx6DMmXMZS8v59dCczZExBIVBZMmQaNGMGeO+R04diy0bw8REfDQQ/DNN+5epYhcScGG5Iivly8lAkq4exm5xqrYOHjxIHGJ+h+diIiIiBRsu3aZE7oBAdCiRfr7eXqa1j2gio2ccFWwcfPNUKqUuayKjatbs8YEeD4+8MILKe+zKl80Z0NEzp2D0aOhcmV4+mk4etTM41m7Fl55xfwcefpps++PP7p1qSKSBgUbIhkoX6Q8hX0Kk2hP5ODFg+5ejoiIiIhIjlhtqDKar2Gx7lewkX2uGB4O0KOHM9hQxcbVvfuu2Q4eDBUrprzPmrOhig2R69eBA/DUUybEGDMGLlyA6tVN1UZwMLRqZfbz9IRnnzWX166Fy5fdt2YRSU3BhkgGbDYbtUvUBtSOSkREREQKPivYyKgNlcUKNtSKKvtyEmxUrGi+Bt7e0K0blCxpblfFRsYuX4YlS8xla7ZGcqrYELl+bdwI/fpB7doweTJER5vqxZkzYe9eePJJU9GYXI0aULWqCfmtVo4ikj8o2BC5Cg0QFxEREZFrQVKSGYQKGQ8Ot/j4mK0qNrIvJ8FG0aIwdy4sWAAlSqhiI7P++QcSE6FSJXPy8kqq2BC5Ps2eDS1bwqxZ5vdhz56wYgVs2GAGhnt6pv04m81UzYEzNBWR/MHL3QsQye8cwYYqNkRERESkAAsONu/2v9p8DYtaUeVcToINgF69nJdVsZE5a9ea7Y03pn2/VbGhYEPk+vLPP2bbvj18/jk0bJj5x/boAV9+qWBDJL9RxYbIVdQpqYoNERERESn4rDZU7do5qzEyomAj53IabCSnio3MWbPGbDt0SPt+q2JDrahEri9WKHz77VkLNQC6dgUPD9i9G44dc/3aRCR7FGyIXIVaUYmIiIjItcAKNjLThgo0Y8MVciPYUMVG+uLjne/KVsWGiCRn/ey0qt+yolgx50DxpUtdtyYRyRkFGyJXYQ0PPx91ntBo/fUrIiIiIgWP3e4ceprZYEMzNnLOlcGGdTIuMhJiYnJ+vGvR1q1meHixYlC/ftr7qGJD5PqUk2ADnHM2FGyI5B8KNkSuopBPISoGVgQ0Z0NERERECiZrvoa/vxmemhlqRZVzrgw2ihYFr/+mZKpqI21WG6r27U3bmLSoYkPk+pTTYKN7d7NdutQMHxcR91OwIZIJakclIiIiIgVZVudrgIINV3BlsGGzOU/Iac5G2q42OBycwYYqNkSuLzkNNlq3hiJF4MIF2LzZdesSkexTsCGSCY5gQxUbIiIiIlIAZbUNFTgDEM3YyJ7YWPMBrgk2QHM2MmK3O4ON9AaHg7MVVUGs2EhKgp9/hhYtoE8f85pF5Ori4yEszFy2fo5mlbc3tG1rLm/f7pp1ieSVS5dg/fprL9RXsCGSCXVKqmJDRERERAomuz3rg8NBFRs5FRHhvFykiGuOeT1XbNjtkJiY/v1795rPi58fNG+e/n7JKzYKSjCQlAQzZ0LDhnDvvbBpE8ybl/LfmIik78IFs/XwgKCg7B+ncmWzPXEix0sSyTOzZkHVqjBkCFSsaK5f6ZZbYOpU5/VVq6BePfN3x4cfptx39myoUgXKl4cZM3Jz5Vfn5d6nFykYrIqN4HPBbl6JiIiIiEjW7N7tPOGb2fkaoGAjp6w2VIUKgaena455vVZsJCSYd0pv3gxly5oTMxUrQoUKzu2OHWbfVq3A1zf9Y1kVG7GxEB0NAQG5v/7sSkqCOXNgzBjYtcvcVrSoGZCekGC+r11VDSRyLbN+ZpYokf78ncyoUMFsjx/P+ZpE8kJYGDz5JKxeDY0amfBi5Ei45x7nPj/+CIsXm+AczO+W3r3h+edhwABze9Om0KUL7NwJ990HkyaZ9mx33QXNmkGdOm55eQo2RDKjeXnzlp89F/ZwJvIMZQqXydHxlh1cxucbP2fSrZMoW7isK5YoIiIiIpImqw1Vu3YZn/C9khVsqBVV9rhyvobleq3YOHQINm40l0+eNB8bNqS9b0bzNQAKFzZD2BMSTNVGfgw2kpLgl19MoLFzp7mtaFEYMQKefdacRDp0CM6ehRo13LtWkYIgp/M1LBUrmq2CDSkowsNh4kQTaoD5/WFVMIFpy/j88ymDiR9/NNUYr79u5nu98QZ8/bUJNqZMMdshQ8y+Tz8N338Pb7+dZy8pBQUbIplQMqAkjcs0ZtuZbaw8vJL+Dfrn6HgfrPuAxQcW06FSB0a0HeGiVYqIiIiIpJadNlTgnLGhio3syY1g43qt2DhwwGzr1IEffjBtYI4fNx/W5RMnTGup++/P+Fg2m6naOHfOnNCx3oGdH8TGmhkaH3zgrEAJDDSBxvDhzhY6pUs7gw0RuTpXBxtqRSX5QUREBOHWHxuAr68vvle8g6VSJVNhAebvuY8+MjOaLM8/b65HRztv27bNhBc2m7neqhW8/LLzvp49nfu2agVvveXKV5U1CjZEMqlrta5sO7ONPw/9meNg41j4MQBCzoe4YmkiIiIiImlKPl+jU6esPVatqHJGFRuukzzYaNHCfORE8eLmc5hfhqgmJMB778EnnzjDisBAE2YMH+5sn2UpXdpsFWyIZI6rgg21opL8pH79+imuv/nmm4wePTrNfbdtg65dzZtWdu82t61YAcuXm1aHw4Y59w0Ph+SHDgw0lZLWfdWqpX2fOyjYEMmkrtW68tE/H/Hn4T9zfKxjYSbY2H1+d46PJSIiIiKSnpAQc/LTz8+8qy4rFGzkjCo2XOfgQbN1VdslKygIDXXN8XIiIQEGDTKVGmBOnD71FAwdmjrQsCjYEMkaV1dsXLhg3uHu75+z44nkRHBwMBWSlR1eWa2RXKNGsGSJqQAcMsRUPz7+OHz+ORQpknJfL6+UrUv9/CAq6ur3uYOCDZFM6lilI542T/aH7udo2FEqF62creOEx4YTERcBqGJDRERERHKXNV+jbVvzn8+ssFpRacZG9oSFma0qNnLOqthwVbBRvLjZurtiIz7etAiZNcsEiZ9/Dg884AwV06NgQyRrrJ+ZOQ02goLMXJ6oKPMudc24EXcqUqQIgZn8I8Nmg+bNYdo08+/2+eehZUvo1Sv1vlZVoyUiwvk3YUb3uYOH+55apGAJ9A2kRXlT87zi0IpsH8eq1gA4F3WOC1EXMthbRERERCT7sjtfA1SxkVOq2HAdq2KjenXXHM+dFRuffQa1akGDBqbVhxVqzJkDjzxy9VADFGyIZJWrKjZsNrWjkoJl1SoYOdJ53cfH/DteuBB+/dWEdUFBMH06PPmk+WjZEv7+2/mYLVuc/+4zus8dFGyIZEHXal0BWHE4B8FG+LEU1/dc2JOjNWVHaHQoqw6v4qtNX7H9zPY8f34RERERyX05ma8BCjZyKjeDjQsXICnJdcfNz+x217eisio25s+Hf/4xz5FXPvoI9u83Pc337zcnmX75BW6/PfPHULAhkjWuCjbA2Y5KwYYUBLVrw5dfmo9jx2DUKOjRA9asgZ07YetW89G7txkC/tZb5vJff8GyZeZvwPffh5tvNsfr2xd++gl27IDISDMbyrrPHdSKSiQLulTtwrtr3+XPQ39it9ux2WxZPsbx8JS//ULOh9CuUjuS7EkM/2M4RXyK8HbXt7N17CtFxUcRfC6YHWd2sPPsTnae28mOMzs4FXnKsY+XhxeTbp3EY80fy/HziYiIiEj+sXcvnDljeiG3bp31x1vBhlpRZU9uBBslSphtYqJpo2Rdv5adOQOXL5t3mFat6ppjNm1qtqtXmzZtN9xgqiXuv981Jz7Tk5TkPBn6009QqBA0bAhVqmTtOAo2RLLGlcGG9e70EydyfiyR3FauHMyeDcOHwwsvmBDiu++cb5SwFC5svj+s75GPPoJbbzW3BwXB1Knm9saN4dlnoUUL0+K0Vi1T5eEuCjZEsqB95fZ4e3hzLPwYey7sIeR8CFtPb2VEmxEU9SuaqWMkb0UFzjkbm09t5tMNnwJQulBpnm3zbKbXFZ8Yz77QfakCjIMXD2In7bcfVQ2qSnH/4mw+tZnHFzzO7nO7+aDHB3h6eGb6eUVEREQk/7KqNbIzXwOcPZNVsZE1SUng4eEMNopm7r8JmeLjY44XFmZO1F0PwYZVrVGpkuv6eA8ebKo/pkwxJ3x27YLnnoOXXoI77jCDVbt1A08X/9fo3DkTFNpscNddmWs7lRbrhJSCDckPLl6Ed96Bfv2gVSt3ryZtqtiQ61n37ub3XEas4MIydKgJQUJC4MYbTcBheecdMx/qxAlTEezOGRsKNkSyIMA7gLaV2rL6yGqafdGM6IRoAE5GnOTL27/M1DGsio3yRcpzMuIku8/vBuDPQ3869nlh6Qu0qdiG1hVTvrUuyZ7E0bCj7DxrggsrwAg5H0J8Utr/4ywVUIqGZRrSoFQDsy3dgPql6hPoG4jdbuedNe/w+orXmbh+In5efrzb7d0sf15EREREJP/JSRsqUCuq7Pj+e3My4PHHTaUBuLZiA8yJubAwc5K8Th3XHjs/cvXgcEvHjubjk09gxgz4+mvYtMkEHbNnmyBlzBgTgrjKsf/e41a2bPZDDXBWbJw/b6p3XB3AiGTF8OHmHeC7d8Pvv7t7NWlTsCGSddWqmY+01K9vPtxNwYZIFt1U7SZWH1lNdEI0xf2LExodyjdbvuH5ts9Tp+TV/2dhzdjoXr0707ZNc1RsLD+0HICSASU5H3WefrP78cVtX7D3wl5HiLHz7E4i4yLTPG5hn8I0KN2ABqUa0KC0M8QoXah0umux2Wy81vE1SgWUYujvQ/lhxw+MvWmsS9pgiYiIiIj72O1mYCRkb3A4KNjIjiVLICrKtHCwuDrYKFXKnOy/XgaI51awYQkKgieeMB/btpmA44cfTAjx9NOmPZWXi86cWCdCK1XK2XGsk7NJSWYA+pUtRUTyyurVJtQAZ5ib30RFmQ9QKyqRa42CDZEsGt5mONHx0TQo3YC7699Nv9n9mL9nPq+veJ2Z98y86uOtig0r2Dh48SARsRGsObIGgHn95/HQrw+xP3Q/PX/smerx3h7e1CtVzxFiWAFG5aKV8bB5ZOs13d/4fp7941mOhx9n9/nd1C+VD2JXEREREcm2ffvg1CkzX6NNm+wdw2otoBkbmRcWZrYeHs7h3kWKuPY5rBNz58659rj5ldWKqnr13H+uxo1NBcd775mqiMhI2LPHzOAAUx1x4IDpKZ6d94JZFRs5DTa8vc0A9NBQ045KwYa4Q3x8yt76oaHuW0tGLlwwW29v1/w8VsWGSP6hYEMkiwJ9A1O0a3qn6zv8tuc3ZgXPYuPJjbQo3yLdx9rtdkfFRovyLSjqW5Sw2DB+3PEj0QnRlAooRdtKbZl9z2x6/9QbH0+fVAFGreK18PbMQd1yGgK8A+hYpSNLDy5l8f7FCjZERERECjirDVXr1tmbrwGq2MiOS5fM9osvYMMG2LkT2rd37XNYJ7FVsZF7/P1NyPHXX7BlizPY+PhjeP55E34MG5b147oq2AATvFjBhrU+kbz0ySemb7+PjwnAXRVs/P03rF9vKqZcUS2VvA2VK5pTWMHG6dOQkOC6ii4Rybrsvb1bRBwalG7AoEaDABi1fFSG+4bHhjtaSVUqWom6JesCMPnfyQB0qdYFD5sHjcs25sjwI+wbto+5/efyv67/o98N/ahfqr7LQw3LLTVvAWDxgcW5cnwRERERyTtWsJHdNlSgYCM7rGCjalX48ktYtw6KFXPtc1yrFRt79qT9b80dwQZA06Zmu2WL87Z588x24kRnRU5WuDrYAA0Ql5z75x/488+s/Zu+dAnefNNcfvttsw0LMyf6c+rxx2HECPjss6w97v334Y47nD+HLa6crwHme8/Ly3y+Tp92zTFFJHsUbIi4wJjOY/D28GbpwaUs2rco3f2sao3i/sUJ8A5wBBs7zu4AzPwOd7m5xs0ArDqyiuj4aLetQ0RERERyxhXzNcAZbKgVVeZZJ9SCgnLvOa7FE9o//wx168Irr6S8/fJlZ9/+vGhFldyVwUZcHPz7r7l88CCsWJH1YyrYkPzm9Gno1Aluusl8D378sbOlXka2bTPfn5Urm+HhlitDhayy200rRYC33sp8FUhoKLz2GsyfD6+/nvI+VwcbHh5Qvry5rHZUIu6lYEPEBaoVq8YzrZ8B4OlFT6cbDBwLM3/JVgw0tYtWsGHpWq1rLq4yY/VL1adCkQrEJMSw5ugat61DRERERHJm/344edK0B8nufA1wzthQxUbm5UWwUa6c2Z46lXvPkde+/tpsv/025b83a75GsWKur3y5muTBht0OmzdDTIzz/ilTsn5MK9iwWtnkhIINcYUtW5zh9b59JqSoWBGeegp2707/cfv3m229eiYEL1rUXM9pO6qzZ53fZxcvwjvvZO5xc+Y4f3ZMnpyy0srVwQZozoZIfqFgQ8RF3uz0JhWKVODgxYOMWzsuzX2sweGVAs1bdJIHG5UCK1GjWB7XVydjs9kcVRuL96sdlYiIiEhBlXy+hr9/9o+jVlRZk5AAERHmcm4GG2XLmu21EmyEhjqrH0JDTUscixVs5HUbKjBzK7y9TVh1+LCZtwFQs6bZ/vKLcyhxZiQmwokT5rIqNiS/2LXLbG+7zQQC9etDZKTzcvfupgoiMTHl46wWcdb3Q/HiZpuV74m0HDlittbcik8/dT5XRmbMMNugINMi6sknna21ciPYqFDBbK3v6ewKCcn550zkeqZgQ8RFivgW4eNbPgZg3F/j2Hthb6p9rFZUaQUbXat1xeaKSVY5YM3Z+OPAH25dh4iIiIhknyvaUIGCjawKD3dett69nBuutYqNBQtS9uWfOdN52TqhmddtqMBULFlDubdscQYbjz5qqjni4uCHHzJ/vNOnzclhT0/n1zAnFGyIK1jBRsuW8MQTsHMnLFtmZlV4eDgv163rrDgCZ8WGFWyUKGG2Oa3YsIKNVq3g5pvN759hwzI+7smTzkD/99+hcGEzN+Tbb81tVrBRqlTO1pacKyo2pk0zFS89e7pmTSLXIwUbIi50V727uKXmLcQlxvHUwqew2+0p7rcqNqxWVDWK1cDLw7wVwZ1tqCzdqnfDw+ZB8LlgR9ssERERESk47HbXDA4HZysqzdjIHKsNVaFCzlAoN1gnxS9dgmgXjMbbtw+2b8/5cbLrl1/M1vr3+ssvzn9z7hocbmnWzGyTBxvt25twA+Crr8z3XGZYJ4XLlzfhRk4p2BBXsIINK8Sz2cy8jXnzzPffiy+aoHb/fvjtN+fjrgw2rIoNVwUbVarA+PEmXFm0yFQ5Pf2083mT+/ln833Yrp35GDPG3P7KKxAb675WVHa7CTRPnDBBdGSk8745c+Dhh83lf/81bbdEJOsUbIi4kM1m49Oen+Lr6cuyg8uYuWtmivsdFRtFTcWGt6c3d9a9k/JFynNrrVvzfL1XKuZfjFYVWgHQ9buuPPX7Uyw7uMzNqxIRERGRzDpwwJxE8fbO2XwNUMVGVuXFfA3r+L6+5rI1WDs7QkJgwACoU8ecwD93ziXLy5LISFj8Xxfcjz4ybbYuXTLvEgf3tqIC55yN2bNNgODjA82bm8+bv785KXz77ebEq9X2Jj2uHBwOCjYk55KSIDjYXLaCjeSqVoX33jOVHAA7dpit3e4MGKzvTVcFG4cPm22VKtCwIfz6KzRuDFFRMGkS1K4NffrAmjXOUNFqQzVggNkOG2ZaRZ07BwsX5n0rqqNH4d13zee0XDkTgpQvD4GBpjJm2DCz1uQ/M/7913VrE7meKNgQcbGaxWsy6sZRAIxYPILwWGdN+pUzNgBm3TOL4yOOUzLAhb9lc+Dx5o/jYfNgf+h+Jm+cTPfvu/PD9izUWIuIiIiI2ySfrxEQkLNjKdjImrwKNmy2nLej+vprc9Ltp5/MycHERNPOJa8tWmQGBdesaU5e3n23uX3mTNPX3/r3XKtW3q8NnMFGSIjZtmgBfn7ma/zqq+a233+HW281+1onUNNivbNbwYbkF0ePwuXLJrCzKi/S0rCh2VrBxvnzZp6QzQbVqpnbcqNiA8zsjy1bYPly6NXL/LyaNw86djTtqj7+2IQCnp5wzz3mMd7eMHCgufzDD3lTsREeDt98A126mLWPGmWGr3t4mPV4eJi1b9wIn31mfq/26wf9+5vHb9jgurWJXE/cFmz8GvIr1T+ujtdbXjT5vybsPrc704+NT4yn4ecNWXl4Ze4tUCQHXmz/IjWL1+RU5CneWPEGAHa73dHeyWpFZXH3bI3kHmryEOdGnuOXfr9wd33zP4unFz7tCGVEREREJP9y1XwNULCRVXkVbEDOg40PPjDvFu7Z03mC/PJl16wtK6w2VHfdZU6S9utnrv/8s3lXdkyMOZnZoUPerw1M2JL8v2rt2jkvv/qqCTyGDzeterZvN2uOjU37WLlVsREenv5zimTEakNVp45zWHdaGjUy2x07UlZrVKpkgj5w/fBwK9gA8z3YtauZxxMcDI89Zp5340bz/QemfVaZMs7H3H+/2S5Y4DxmbgUb995rnvuRR1K2gvz6axP0xMWZ8Pj4cTNX4/774dln4fvvoW1bs7+CDZHscUuwcSD0AIN/Hcy4buM48dwJapeozZDfhmT68e//9T47z+7MxRWK5Iyflx+Tbp0EwKcbPmXr6a1cirnE5Xjzv4Urg438prh/cfrU68OMvjNoWb4lYbFhDJk/JNXMEBERERHJP5LP1+jUKefH04yNrLGCjdwcHG7JSbBx6ZKzAmHaNOexkvd/zwsxMeakI5hgA8z8inLlzH1JSTBkiHl3toeb3pJZuHDKapH27VPeX6eOaaG1bp35uq9da9ac1n+bXB1sBAU5T0a7o42YFHw7/zutllYbquTq1DFBd3i4qfK4sg0VuL5io2rVtO+vVw+++MKs4623nAGf1S7L0rChCWTi4iAszNzmymDD+rkZH2+C2JgYs7axY81rWLHCzNBI/vugQgV44AH47juYONH8jm1lOoGzfn3m5/WIiJNb/jzYfX4347qNo98N/ShTuAxPtHiCLae2ZOqx+y7s44O/P6BqUNXcXaRIDvWo0YN+N/QjyZ5E/9n9WXN0DQAl/Evg7+3v5tVljpeHF9PunIavpy+LDyzmy01funtJIiIiIpKOgwfNO0K9vZ3vAs0JVWxkjXXyLC8qNsqWNdvsBBtWL/fq1aFUKXPyHvI+2Fi40DxnxYqm7zyYAOPJJ832f/+DL7/M+J3kecFqRwUpKzaSq1/fzOHw9DStb95+O/U+VrBR0UXvcbPZ1I5KcubKweHp8faGunXN5R07Ug8OByhRwmxzEmxcumTCE4DKlTPet1QpeP11EyIcOgR33pl6n0GDUl631ugKPj7m+JUqmeqLjRvN5/OVV66+9uSaNjU/486eNWGNiGSNW4KN22rfxmPNH3Nc33NhD7VKZK5p5uMLHufl9i9TpWiVq+8s4mYf3fwRFQMrsvfCXvrO7As4B4cXFPVK1WPsTWMBGPr7UG7+4WbmhcwjISnBzSsTERERkeSsNlStWkGhQjk/noKNrCkoraj++cdsW7c2W3cFG99+a7b33ZeyIuO118zJzddeS9kGyl2sYKNWLWeQkJZu3eDzz83lN95wDjS2uLpiAxRsSM5kNtiAlHM2Dhwwl5MHG66o2EjeMiqzv8P8/NKv7hg40PkzJCAg53OnrvT99yaMmDgRmjfP3s8rPz/T8g7UjkokO9w+PDwuMY4Jf09gaPOhV9332y3fEhYbxgvtXrjqvrGxsYSHhzs+IiIiXLFckSwpX6Q8/zzyD43LNHYEAckHhxcUz7Z+lgcbP4gNG0sOLKHPz33o/n134hLVl0BEREQkv0je29sV1IoqawpKsLF+vdlawYZ1AjEvg41Tp0zFBsDgwanvd0Uw5yr33msqMqxe/hl59FF4/nlzefBg06IKTDhofa0UbEh+kJRkhltD5oKN5HM20qrYcEWwcfiw2VZx0fuYK1QwsznAtW2oXC15OyoRyRq3BxtvrniTQt6FGNIs4xkb5y6f45Xlr/BN72/w9PC86nHfffddihYt6vioX7++q5YskiUVAiuwevBqbq5xMwCNyjRy84qyztPDk6l3TmX/M/t5qf1LFPYpzMrDKxnxxwh3L01EREREcP18DVDFRla5I9g4fTprj7PbnSfP2rQxW3dUbHz/vTmx2q6d6d+fn1WpYt7Z/uSTmdv/vffgjjvMQO877zRtck6eNJ97b++Mqz6ySsGGZNehQxAdDb6+KWdlpMeq2Ni+PeMZGzkZHn61+RrZ8cADZuuqFnC5wQqZVbEhknVuDTb+PPQnk/6dxPS+0/H29M5w3+GLh/NI00doXLZxpo79yiuvEBYW5vgIDg52xZJFsiXQN5AFAxfw18N/8VrH19y9nGyrXqw647qN46e+P2HDxuSNk/l2y7fuXpaIiIjIde/wYdPqxssr/TkAWaVgI2sKQsXGwYNw/rypxmnSxNxmBRuXL7tseRmy2+Gbb8zlhx/Om+fMS56e8OOPpoXVuXPQq5dzSHPFiq4dhK5gQ9KyYQPcfrsZUp0eqw1VvXrm3+zVWMHG7t3O8CKtYOPSJUhMzPKSAWew4aqKDTBzMD791HzkV1bFxqZNkKCO3yJZ4rZg49DFQwyYM4BJt06ifqmrV1NM3zGdTzd8StC4IILGBbH26Fpum34b49aOS3N/X19fAgMDHR9FihRx9UsQyRIvDy/aVWqHn5efu5eSY71q92JM5zEAPPH7E/x74l83r0hERETk+mZVa7hqvgYo2MgqdwQbZ89m7SSiVa3RpIl5pzbkfcXGP//Anj2m332/fnnznHmtUCH47TfTCmf3bnjwQXO7K9tQgYINSSky0rRMa9MGFixIe4i9JSvzNcCEckWLmkorgLJlnT87AIoVc162fhZmVW4EGx4e8PTT0KyZ647panXqQGAgREU5vy4ikjluCTai46O5bcZt3FHnDvrU60NkXCSRcZHY7XbCY8OJT0z9l/OhZw+x/YntbB26la1Dt9KifAum9J7C0BZXn80hIq73asdXuaPOHcQmxnLXzLs4e1l/TYuIiIi4i6vbUIFmbGRVXgYbpUqZE3ZJSVk7qX1lGyrI+2DDqta45x64lt9/WKGCCTcCApzvcFewIbll4UITUnz8samKAlOhlfznd1QU/PWXCRCsKqLMBhs2m3POBqRuX+Xt7fx+zu6cjdwINgoCDw9o2dJcVjsqkaxxS7Cx5MASgs8F89XmryjybhHHx5GwIzT6vBG/7/s91WOqBlVN8eHn5UfZwmUJ8gvK+xcgInjYPPiuz3fUKVGH4+HH6TerX5qhpIiIiIjkPlcPDgdVbGRVXgYbnp7Ok9pZaUd15eBwyNtg4/Jl+Oknc/labEN1paZNYcYMc1IYci/YyOqsFbl2nDkDAwaYlmdHj5r5FIsWmaqhxEQTbliGD4cOHcw+06eb2zIbbICzHRWkHBxuKVHCbBVsZJ3VjmrmzKxV4e3bB1Om5Gy2iUhB5pZg4466d2B/057qo2pQVQ4PP8ydde+86jFWPrSSzlU75/paRSR9gb6BzLt3HkV8irDqyCpGLh3p7iWJiIiIXHcOHzYntFw5XwOcwUZiorP9iKQvL4MNyPqcjdhY2LLFXE4ebFity/Ii2JgzxzxPjRpw4425/3z5Qe/e8H//Z15znz6uPbb1b+DkSdceV/I/ux2+/dbMyPjpJ/Ou/+efN5UYt9wCtWub/fbscT7GCsCtoC0gwHlCPTOuFmzkZID45ctmJg24dnh4QdG/v6mSXLYMnnjCWXWTnmnTzNeudm149FG4++6rP0bkWuTW4eEiUvDVLVmX7/qYqWQfr/+Y77d97+YViYiIiFxfrJNVLVum7HmeU1YrKlDVxtUkJkJ4uLlctGjePGdWg42tW01bmpIloXp15+15WbFhtaEaPNh5cvV68NhjsH9/1k4iZ0bFimZ79qy+R69Vhw87f7ZYTpyAbt1M1dPFi6YyaMMG+OADZ1BZp47ZWsFGVJT5Nwhw7Ji5ff9+MysjszIbbGSnYuPoUbMNDMy7cDg/adzYVNF4eMBXX8Frr6W/7x9/wEMPwb//muo9Ly/zd8Ds2Xm1WpH8Q8GGiOTYnXXv5PWOrwPw2ILH2Hxqs5tXJCIiInL9yI35GuCs2ACdNL2a5Cce8zrYyGwbouRtqJKHClawcfmy69aWlgMHYNUq89wPPJC7z3W9KFnSfJ/a7VlrSSYFw7595h35vXunvH3YMPjzT/Dzg/ffN6FG8+Yp97ky2AgONv9OSpUy819q13b+DMmsBg2cl6+csQE5Czau5zZUlr59TXUXwNix8NFHae83ZYrZ9u9vqrVefdVcf/55E2CJXE8UbIiIS4zuPJpba91KTEIMd/18F+ejznMq4hRfbPyC5QeXu3t5IiIiItesVavM1pXzNUDBRlZYbaj8/cHXN2+eM6sVG2nN14C8q9iYOtVse/Rw/ayJ65WHhzlJDXD8uHvXIq63Zo352btqlTOgCAuD3/8bS7tyJYwcad6xf6Urg40dO8w2edVFVhUtak6+N2iQ9nEUbOTco4+aUAPguefgu+9S3n/hAsyfby6PGmXm7Lz0kvm8HTsG48bl7XpF3E3Bhoi4hIfNgx/v+pGaxWtyJOwIDT9vSIUPKzD096HcPuN2ouOj3b1EERERkWvO4cPmw9MT2rd37bGTnyxTsJGxsDCzzcsWKlkNNv75x2zdEWwkJpqe8GDaUInrWMHGiRPuXYe43q5dzss//2y28+eblnL16mXc2uzKYGP7drNt1Chna5o92xzLzy/1fQo2XOPll02oAabd2G+/Oe+bMcP8Pm7a1Pm19PeHCRPM5fffN38TiFwvFGyIiMsE+QUxr/88CnkX4nTkaezYsWEjOiGaQ5cOuXt5IiIiItccq1qjRQvXztcA0zLIqtqIi3Ptsa81eT04HLIWbJw7BwcPmstXngzNi2Bj+XLzbuJixeCOO3Lvea5Hqti4diUPNmbMMK2kZs401/v1y3hOjTU8/Px5EzS4omLDkt7zlihhttkJNqz1pdXi6npjs8H48aZlX2Ki+VqvWWPu+/Zbs33ooZSPuesu8+aG2NiUQYjItU7Bhoi41A2lb2DFgyv4rOdnHHr2EI3LNgbg4MWDbl6ZiIiIyLUnt9pQWaxgQxUbGXNHsGEN/c1MsLFhg9nWrZt6jdaw4dwMNqyh4ffdl/Y7vSX7rAHiqti49iQPNkJCzMntJUvM9XvuyfixhQs7Q6+9e10bbKTHqti4cCFrj7PabYHrZ0UVVB4eZpbGbbdBTAzcfjv88ANs3mx+Lw8cmHJ/m80MIAcTZItcLxRsiIjLtazQkqdaPUXVoKpUL1YdgAOhB9y8KhEREZFrjzU4XMGGe7m7YsNuz3jf9NpQgbNiIzYWEhJctz5LaCjMm2cuqw2V66kV1bUpLMxZhdOli9kOGWKq5+rXhxtuuPoxrHZUa9bA2bPm5HdmHpdd2W1FtX49RERAyZLQpInLl1VgeXubCp0bbzT/Hu6/39x+++3mc3Ul67bz5/NujSLupmBDRHJVjWKmllQVGyIiIiKude4cHDpkTla5er6GxcfHbNWKKmPurNiIi3M+f3rSGxwOKVuYXb7skqWlMGOGCU0aNzZ94cW1rIoNtaK6tgQHm2358jB0qLm8b5/Z9uuXuWNYwcacOWZbowYEBLhujVfKbrCxdKnZ3nSTqVQQJ39/M1fFqsaA1G2oLAo25HqkHxkikqscFRsX06/YiIqPyqvliIiIiFwzrHYfRYtCkSK58xyq2MgcdwQbfn5mZgVk3I4qKcnZiqpNm9T3+/g4B8XnRjsqqyf84MEZzwSQ7FHFxrXJakN1ww3Qq1fKQOJqbagsVrBhBZu52YYKsh9sLFtmtt26uXY914qgIPjjD/P1a94cbrkl7f0UbMj1SMGGiOSqq1VsvLHiDYLGBTFt67S8XJaIiIhIgRcebraBgbn3HAo2MscdwQZkboD43r2mjYm/f9onNm223Bsgvn07bNpk/h3dd59rjy1G8mDjai3JpOBIHmwUKgS9e5vrDRqYVlSZYQUblrwKNi5eNIFqZoSFOYOX7t1zZ13XgrJlYds22LjR+Xv5Sgo25HqkYENEcpVVsXHw4kGS7Kn/uvll9y/EJ8Uz5LchLD2wNK+XJyIiIlJghYWZbdGiufccCjYyxwo2cvNrkRYr2HjvPdiyJe19rPkazZs7KzOulFvBhlWt0bt32j3hJefKlzfbuDid0LyW7Nxptg0amO3IkVC7Nrz+euaP4a5gw26/ens8y8qVkJgItWpBlSq5tbJrw9Uq3hRsyPVIwYaI5KrKRSvjafMkNjGWUxEp30oWFR/F7vO7AUhISqDvzL5sP7PdHcsUERERKXDyItjQjI3McVfFxh13mO3SpdCsGdx6K/z1V8p9MpqvYSlUyGxdGWzExcEPP5jLDz/suuNKSj4+ULq0uax2VNeO5BUbYL6/9+zJ/HwNgMqVwdfXeb1RI9etLy0+Ps6QNLPtqKz5GqrWyLnkwYaqt+R6oWBDRHKVt6c3VYLMWy+unLOx48wOkuxJlAooRacqnYiIi+DWH2/leLgm34mIiIhcjVpR5R/uCjaGDTPtngYMMEN3Fy2CDh2gSxfTt95udwYbac3XsORGxcaCBeYEW/ny0KOH644rqVntqDRA/Npw8aKzvVxm206lxdPTVEKAaUVXo0bO13Y1WZ2zYc3XULCRcyVKmG18PEREuHctInlFwYaI5Lrk7aiS23xqMwDNyzdnbv+51CtZjxMRJ7j1x1sJiwnL83WKiIiIFCRqRZV/uCvYANNeZvp0827uRx4xX7OVK82JwjZtTPABGVdsWMHG5cuuW9f8+WZ7333pt8AS16hY0WxVsXFtsKo1KlXKeXBttaOqX98EHbktK8HGsWPm55aHB3TunKvLui4EBJgAC9SOSq4fCjZEJNdZA8QPhKas2LCCjWZlm1HMvxiL7ltE2cJl2XF2B3fPupu4RPU8EBEREUlPXraiutaCjYQE09fdVayvhTuCDUvNmjBlChw4YCo5/PxgwwbzOsuVc578TktuVGzsNh1nMwxUxDWSDxCXgslud/6cvbINVU5YFR+NG+f8WJmRlWDjxx/NtlUr9/7svJZY7aguXHDvOkTyioINEcl1joqNS1dUbJz+L9go1wyAKkFV+H3g7xTyLsSyg8t47LfHsKs5pOSxy3GXuRRzyd3LEBERuaq8rNi4lmZsxMVBx46m/7yr2nW4s2LjSpUqwSefwJEj8PLLJtB46qmMB8+6Otiw2yEkxFy+coCxuJ4VWqkVVcGUkAB33mlOSs+a5dpg48knzeDxUaNyfqzMsIKNU6cy3m/fPhgzxlx+7LHcXdP1RAPE5XqjYENEcl1aFRtxiXHsPLsTcAYb1uVZ98zC0+bJtG3TGLNqTN4uVq5rSfYkmn7RlNqf1iY6PtrdyxEREcmQZmxkz3vvwd9/w8mTsG1bzo+XlJQ/KjauVLo0vPuuaffy6qsZ7+vq4eFnzph/nx4eppJEcpcqNgq21183rdvCw81w8OnTze2uCDbKloX338+b+RoApUqZ7QsvmDZ5L7xgBoTHxDj3SUqCIUPMbd26wUMP5c3argcKNuR6o2BDRHJdWjM2gs8FE5cYR5BfEFWDqqbYv2etnkzuNRmAMavG8O2Wb/NsrXJ9OxB6gH2h+zgXdY79ofvdvRwREZEMacZG1oWEwNtvO68fPJj+vpkVEWEqFCB3vxa5ydUVG1a1RrVqpiWW5C4NDy+45s+HcePM5ZtvNlurjVCDBu5ZU048/rhpP2ezwc6dMGEC9OhhKjl69oSJE83P4NWrTaD65ZcZV5NJ1ijYkOuNgg0RyXVWsHEu6hwRsabe35qv0bRsU2xp/CXzWPPHGNXB1Ms+tuAxlh1c5vJ1zd8zn2lbp7n8uFJw/XvyX8flY+HH3LgSERGRq8vLGRvXQiuqpCTT8iT5a3FFsGG1ofLzK7gn8XMr2FAbqryh4eEF04ED8MAD5vKzz8Iff8DHH5sT/YUKOedjFCSNG8M//8C5c/DTT6Yao3x5iI42r2/ECHjzTbPvuHEm/BTXUbAh1xsFGyKS64r6FaWEfwnAWbXhGByerA3Vld7u+jb3NbyPhKQEXl/xukvXFJ8YT//Z/Xno14fYeHKjS48tBVfyfwtHw466cSUiIiJXp1ZUWfP117BmjTlhOHSouc2VwUZBrdYAZ7Bx+bJrjmcFG3XruuZ4kjGrYiMszLUD4CX3REdD377ma9aunWkXBfDMM7BxI6xa5WwRVxCVKAH9+8O335pKou3bYfx403rK1xduucXM/xDXUrAh1xsFGyKSJ2oU/2/OxkUzZyMzwYbNZmN059EAbD29lYSkBJet50jYEWISTKPPrzd/neK+C1EXSLInuey5pOBQsCEiIgWJWlFl3qlTZoAumDYoXbqYy64MNvLTfI2scnXFxp49ZqtgI28EBjq/hqrayP/sdnNSf9s2M5Ni5kxndRxAs2bQvLn71udqNlvKeRtRUbBwoZnBI66lYEOuN/oxIiJ5whogfvDiQRKTEtl2xkxqzCjYANPGqohPEWISYgg5H+Ky9SQfZD5953Si4qMA+GX3L5T+oDSvLr/KhEW55iQmJToCN1CwISIi+V9etqIq6MHGM8+Yz1fLljBsGFQ3nVIVbPxHragKPrWjKji+/hqmTjUn9n/6yVlxc73w8NBcjdyiYEOuNwo2RCRPWHM2DoQeYO+FvUTFR1HIuxC1itfK8HEeNg8al20MwJZTW1y2HqtyBCA8NpzZwbOJjItk2KJhJNmTmL5zOnZrCqRcF0LOh3A53tl/QTM2REQkv7NaUeVFxUZBnrExfz7Mng2envDVV2ZrBRunTpl3D+eENei3IAcbVsub7AQbCQlw//1mSDCYFjtHjpjLqtjIO9bJcQUb+dumTfD00+byO+9A167uXY9cW0qYDuAKNuS6oWBDRPKEVbExY+cMev/UG4DGZRvj6eF51cc2LdsUMO2oXGV/6H4ACvuYt6dN2TyFt1e/zcmIk4B5t741D0SuD1YbqkLe5n/27q7YUDs0ERHJSHy884S8ZmykLzzc2cf9hRfMYFuAYsWcgdDhwzl7joULzfaGG3J2HHfKScXGxo3www/w8ssm5Nm3z7TaKVbMtNmRvGFVbBw/7t51SPpCQ+HuuyE2Fnr3hhdfdPeK5FpjVWxYgbvItU7BhojkiVYVWgEQFhvmCBU6V+mcqcdawcaW066v2BjWahgeNg/WHF3DhL/N28ysQed/HvrTZc8n+Z8VbNxa61YAjocfJzEp0S1rWbhvIZ5vefLNlm/c8vwiIpL/WdUaoGAjI6++at7BXqMGvPmm83abzVm1ceBA2o/NjAsXTEUIwIMPZv847paTYOOkeV8QCQkwd27KNlRqN5N3VLGRvyUlmcqmw4fNz55p0zRjQlwveSsqNaCQ5C5dgvXr4eLFzN1eUOjHqIjkiRtK30DIUyEsGbSEhQMXsvT+pbzR6Y1MPbZpOWew4ar2UNaMjY5VOjpOZCckJXBLzVsY1moYAMsPLXfJc0nBsPGUCTZ61+mNp82ThKQETkeedstapm6dCqBgQ0RE0mXN1wgIcIYPucGasVEQW1H9/TdMmmQuf/EF+PunvN8VczZmzDChT5Mm0KhR9o/jblawcflyxvul5XSyP5dmznQGG2pDlbesYEMVG/nT2LGmusvPD+bMKdit6yT/slpRJSY6/04QmTULqlaFIUNMdd+sWRnfDrBzp5lLVqwYjByZMihbtQrq1TNB2ocf5uUrSU3BhojkmTol69C9Rnd61upJt+rd8PXyzdTj6peqj7eHN5diLnEk7EiO12G32x1tpmoUq8EjTR8BwNvDm49v+Zibqt8EmIoNzdm4PsQnxjtanbWu0JoKgeZ/hu5oR2W321l9ZDUAG05s4HJcNs4wiIjINc+q2MjNag1IXbFx4oTrBky7wrRp8Nxz5iROcnFx8Oij5j/iDz0EN92U+rE1TKfUHAUbU6ea7UMPZf8Y+UFOKjaSBxt//glr15rLCjbyloaH519HjsAb/72nb/JkE4SK5AY/P+fPc83ZEDAB15NPwurVsGOHecPHyJHp3w6mXd7tt0Pz5qbdZHCw8++dc+dMK70BA8wbSH78EVascNvLU7AhIvmfj6cPN5Q2TYtdMUD8VOQpohOi8bB5UCWoCr3r9Oadru/w890/U7tEbVpVaEWAdwDnos6x8+zOHD+f5H+7zu0iJiGGor5FqVG8BpWLVgbcM0B874W9nLl8BoD4pHj+OvZXnq9BRETyP+udmLk5OBxSBhunT5swoHv33H3OzIqJgSeegI8+Mu8eTG78eNi1y8x4+OCDtB+f04qNnTvNIGAvLxg4MHvHyC+SBxtZfV/PqVPOy4mJsHSpuVynjmvWJpmjVlT51+bN5vuqSRMYPNjdq5FrXfJ2VCLh4TBxorOqtFkz00YzvdsBFi0yf2d++KH5u2/sWPj6a3Pfjz9C+fLw+utQq5YJba373EHBhogUCK4cIG61oapctDI+nj542DwYdeMo+tTrA5gg5cbKNwKas3G9sOZrNC/fHA+bhyPYcEfFhlWtYVlxyI1vfxARkXzLHcHGjh3mXXy7duXuc2bW6tUQHW0ub9jgvP3wYfjf/8zliROdrTmulNNgY9o0s73ttoI/JLtQIbNNTDRf46ywKjauDDJUsZG3rGDj9OmCOxPnWrVvn9nWq+fedcj14VoKNr7/3vyunjjRzKmRlCIiIggPD3d8xKbxC7xSJbjvPnM5Pt68GaRPn/RvB9i2Ddq0Me1OwYQfwcHO+7p0cc7QatXKvMnDXRRsiEiB4MoB4tbg8BrFaqS7z03VTL8Czdm4PljBRsvyLQGoHOi+YGPVEfOW0+rFzNmWFYcVbIiISGpWK6rcDjaSz9iwevdHROSPEwx//OG8nDzYmDfPnJzv0MG0SkhP8mAjq1UKCQnmhAsU/DZU4Aw2IOvtqKyKjaefdt7m5eVs9SV5o3Rp83m321O2BxP3s4KNWrXcuw65PlwrwcaZM/DUU3DoEIwYAbfeqp9tV6pfvz5FixZ1fLz77rvp7rttG5Qta/52+uSTjG8PD4dq1Zz72Gzg6WkGjF95X2AgnDzp4heWBQo2RKRASD5APKesio2axWumu0/Xal0Bc5I5ISkhx88p+depiFPM2T0HcAYblYpWAvI+2LDb7Y5g49UbXwVM6BIRG5Gn6xARkfzPqtjIyxkbyYcSR+SDX03pBRtWW6rbb3e+ozAtlSuDh4dpaZXVkyWLF5uTLqVKmZMtBZ2Xl+nNDlkPNqzPXZs25gNMaJSbQ+0lNQ8P0x4E1I4qv1GwIXnpWgk2XnvN/K1Rtar5/bR4MTRsCMuWuXtl+UdwcDBhYWGOj1deeSXdfRs1giVLzM+hIUMyvt3LC3yvGInr5wdRUanvs253FwUbIlIgNC7TGIDj4cc5H5Wz39CZqdhoUrYJxfyKER4bzuZTm3P0fJJ/JdmTuH/u/ZyPOk/jMo25rfZtAG6bsXH40mGOhx/Hy8OLexvcS7WgaiTaE1l7dG2erkNERPI/d7SiOpbs16JVMeIuR47A7t3mZK6npzmRe+KEqSRZ/V9Xx44dMz6Gt7cJNyDr7aisIZr33XftnMC35mxcvpz5xyQlmYAHzDs+rbYWzZq5dm2SOdYA8eQhpLifgg3JS9dCsLFlS8qZDhs3mhPwYWFQrJh715afFClShMDAQMeH75VpRDI2mxkGPm0a/PILXLqU/u3Fi5sh4clFRJgq3ivvs253FwUbIlIgFPEt4qiwyOkAcUewUTz9YMPTw5POVTsD8M2Wb3L0fNkRHhtOaHRonj/v9ea9te+x/NByArwD+Onun/D1Mn8I5NWMDbvdzpsr3mT0ytEk2ZMc8zValm9JgHcAXap2AdSOSkREUsurYCOtVlTJn99dFi8227ZtoUEDc/nff838j9BQ01qpefOrHyc7czYuXID5883la6ENlSX5APHMunDBtOUCKFPGDHP/7juYMMH165Or0wDx/OfyZWebFgUbkhesuVIFNdiw22H4cLO9915o1w5uuMFUZv7xR+Z+t4vTqlUwcqTzuo+PCTO2bUv7dg8PaNkS/v7bed+hQ6bFZ/Hiqe/bssX5u8cdFGyISIHhqjkbViuqjCo2AIa1GgbAF5u+4K+jf+XoOTPDbrfzz/F/eHDeg5QeX5pqH1fjdKSaSOaWf47/w+srXgfg056fUrekc8KlFWycjzpPVHzu1VWGnA/hrdVvMWbVGJ5f/LyjDVWnKp0A6FJNwYaIiKTNqphwVysqd1dsWG2obrnFDK4EWL/e2YaqXbvMVVJkJ9j46ScT9DRpAo0bZ/5x+V12gg2rDVXJkubz7ekJ99/vbIkkecs6uaSKjfxj/36zLV7cfIjkNqti48IF964juyZNMpWX/v7w3nvO2319oWtX962roKpdG7780nwcOwajRkGPHunfHhhoKl7Dw+Hbb80xxo6Fbt3M7/jeveGvv0xLsPh4eP99uPlm970+BRsiUmA0KG3ejrfvwr5sH+NSzCUuRJvf8NZw5vR0qdaFh5s8DMCjvz1KbEJstp/3araf2U6377vR9uu2fLftO2ITYwmPDWfNkTW59pzXs0sxlxgwZwCJ9kTubXAvg5sMTnF/Ud+iFPYx/7s/FpZ77aiSBxYT10/kxx0/AtCxiumdYVVsbD61mbCYq781du3RtbT4sgUL9y3M0jq2nt7KmJVj+GX3L1yOS7v/xKGLhzgRrrf/iYjkF+5uReXOio34eGeP7eTBxoYNzmCjU6fMHcsKNg4cyPzzW22oHnww848pCKwB4lkJNqzB4WXLun49knVWKypVbOQfakMlea0gt6L65hsYZt5fyhtvONtFSvaVKwezZ8PHH5vKl6goU1mZ3u1g5mhMmQJPP23+Pf36qzNkKlkSPvrIzBcrUwb27DHzUNxFwYaIFBiVAs1A55zMPbCqNUoXKk0R3yJX3X98j/GUKVSG3ed38+7ad7P9vOk5e/ksj//2OE2/aMqfh/7Ex9OHBxo/wM01TOSt+R6uZ7fbeXzB4xy+dJhqQdX4v17/h+2KyaI2my1P2lFZwUajMo0AiEuMw8PmQfvK7QGoEFiBWsVrpWhTlR673c7wP4az6dQm7pl1D1tPb73q80fERjDijxE0/7I5o1eNpu/MvpR4vwR3z7ybs5fPOvZbtG8RtT6tRcWPKtLo80a8tPQlVh5eSXxifDZfuYiI5FReBxsXLzr7MYN7KzbWrTM9nUuVMrMcrGDj33+d8zWyGmxktmJj1y7T69vLCwYOzNq687ucVGyUK+f69UjWqRVV/qNgQ/JaQQ02fvjBObz62WfhpZfcu55rSffu5u+X8HCYNcv8/ZTR7WAqMw4cMLM3du+G+vWd9w0dagKNH3+E7dtNwOEuCjZEpMCoVNQFwUYmBocnV9y/OJ/0/ASAsWvGsuvsrmw/d3KxCbGM/2s8tT6txZebvyTJnkT/G/qz5+k9TLtzGn3q9gFg82kFG6729ZavmblrJl4eXvx0908U9Uv7jFBuDxC32+2sPLwSgEm3TuKl9uYvt7YV2xLo6+wrYlVtWPumZ+XhlWw6tQmAqPgoes/onaKVWXhsOOuPr2fq1qm8tPQles/oTY1PajBx/USS7El0r96d6sWqE5sYy5zdc+j2XTcuRF0g5HwI9865l0R7IgA7zu7g/XXv02VaF0q8X4K7fr6LrzZ9xfFw9TwQEclLVrCQVzM2Dh1Kebs7KzasNlQ332x6QdevDwEBJuw4exb8/EwP6Mywgg2rXczVTJtmtr16QenSWVt3fpeTYEMVG/mDWlHlPwo2JK8VxGBj5kxTBWm3m5PmH31k5j2Ie5Uta/7esea2JFetGvTs6fzbwV283Pv0IiKZ56jYyEFrIMd8jQwGh1/pnvr38EPtH/ht7288+tujrH14LR627OXCdrudX/f8ygtLXnCELM3LNWfiLRPpULmDY79m5ZoBpmLDbrenqii4msi4SEb8MYL6peozou2IbK31WnTo4iGeWfQMAO90fYdWFVqlu2/lwKxXbCTZkzgRfoI9F/aw5/we9lzYw+nI07zY/kValG+RYt9d53ZxPuo8Ad4BtKrQivaV2tOlahfql6qfYr/OVTvz5eYvrzpnY/y68QAMajSIf0/8y54Le7jpu5soV7gcu8/v5mTEyTQfV6NYDSb3mkyPGj2w2+38e/Jf7vjpDnac3UGPH3oQERtBeGw4HSp3YObdM1l5eCWL9i/ij/1/cC7qHHND5jI3ZC4A7Su1Z06/OZQp7Ma3bIiIXCesYCGvZmxc2av7ahUbdjsMGGBaG/z6q2tPUCxZYrZWT2cvLzNMdM1/HTzbtDG9uDOjXj3TM/rMGTh6NOO2FwkJ8P335vK1NDTcYp2cuJx2V8o0Wa2oVLGRPyRvRWW368RgfqBgQ/KaFWyEhkJiovkdl5/Nm2cqIJOS4OGHzYwN/eySzFKwISIFhlWxEREXQVhMWLrvtM9IVis2wLQlmtxrMisPr+Tv43/z+b+f81Srp7L83DvP7uSZRc84TlCXK1yOd296l/sb358qKGlYpiGeNk/OR53nePhxx2vPjKj4KG6fcTsrD6/Ew+ZB/wb9KV9EExwBFu1fRHRCNK0rtOaFdi9kuG9GrajCY8PZc34Pey/sNSHGf0HGvtB9aQ4bPx91nj8f/DPFbSsOmX8H7Su1x8fTvB325pqpp251rtoZMHMwQqNDKe6feurg9jPbWbR/ER42D0Z3Gk2SPYnWU1oTfC6Y4HPBjv3KFS5HvVL1qFeyHnVL1qV+qfq0r9QeXy9z9sdms9GqQiuWP7CczlM7O1qhVS5amTn95lC6UGkGNBzAgIYDSLInsfnUZhbtW8Si/YtYf2I9fx37i2GLhjHznpkZfm5FRCTn8roV1ZWuFmwcPgw//2wunznjunf0nz8PW7aYy926OW9v1coZbGS2DRWYk/lNm5r2UmvXZtxeaskSU6FQsqTpLX2tUcVGwWcNbY+NNWGkdYJT3EfBhuQ16931SUmmhWRa77bPL37/Hfr1MwHMoEFmkLWHegtJFijYEJECI8A7gOL+xQmNDuVY+LEsBxsxCTH8dewvIGvBBkDFwIq8e9O7PL3oaV5e/jK96/TOUtgQFhNGx287cjHmIn5efrzQ9gVe6vCSY0D1lfy8/Lih9A1sP7Odzac2O54ryZ6EDVu6FRwxCTH0+bmPo21Rkj2JH7b/wIvtX8zS671WHbl0BDDtnq5WdWN9zjed2sSEdRPYc8EZZCRv8XQlLw8vqherTp0SdahStAqf/fsZq4+s5kLUBUoEOP+qXHlkJeAMLtJTrkg56pasS8j5EFYfWc2dde9Mtc8H6z4AoG+9vo5qpGUPLGPu7rlUL1adeqVMkBHkF5Thc1nql6rP8geW0/W7rsQlxjH/3vmULpSy34aHzYMW5VvQonwLXu/0OhtPbqTNlDbMCp7FvJB5aa5TRERcJ69bUV3paq2o1q93Xg4Pd92J7+XLzTvRGzZMecxWyYowsxJsANx4Y+pgIyEBNm+GFi2cJ1msoeH33Zf+56Ug04yNgs/X1/RIP3fOVG0o2HCv8HAT7IKCDck73t7mb4OwMPNmgPwQbISEmBkagwdDjf9OxSxZAn37Qnw83HMPfPtt/q8ukfxHOZiIFCgVA019dXb6+T+76FlCzodQ3L84PWr0yPLjn2j5BG0rtiUyLpInFz6J3W7P9GOXHFjCxZiLVA2qSshTIfyv6//SDTUsydtRgan4CHw3kGGLhqW5f1xiHP1m9WPJgSUU8i7Eo80eBeDbrd9maa3XssNhhwGoElTlqvtaFRvbz2znhaUv8NXmr1h1ZJUj1ChTqAwdq3Tk0WaPMr77eObfO589T+8halQUe57ew/wB8/n01k9pVKYRifZEFuxd4Dh2kj3JET5ZMzQyYu1jVXmkeE2XDjNj5wwARrYb6bi9Wblm/K/r/xjcdDBtKrbJdKhhaVimIYeePcShZw/RuGzjq+7fonwLx/M/+fuTXIq5lKXnExGRzLPbncFGXrWisvj7m+3VKjaSBxuunMexbJnZdu+e8va2bU0AERAArVtn7Zgd/usGalV8ALz9tjnOyy+b66GhpqUWXJttqAAKFTLbrAQbVisqVWzkHxognn9Ys3tKlcr9EFokufw0Z+Ovv8zv6HfegWbNYM4cWLkS7rjDVJfdeacZQu2lt95LNijYEJECJbtzNqZuncqXm7/Eho3pd03P1gwAD5sHU3pPwdvDmwV7FzAreFamH/v7vt8BuKvuXZk6qQ7QrOx/wcZ/A8Qn/jORy/GX+Xzj5+wPTTnhMiEpgYFzBvLb3t/w8/LjtwG/8UGPD/D38ifkfAgbTmzI9FqvZYcvHQagalDVq+7bpmIbulXvRqMyjbin/j28duNrfN/nezYM2cClly5x+oXTrHpoFV/e/iUvtHuB2+vcTu0StfH2THkGyBoEb82hANhxZgeh0aEU8i6UavZGWhzBxhVzNhKTEhn862ASkhLoWq0rLStkclJqJhX2KZxm66v0vNHpDWqXqM2pyFO8sCTjVl8iIpJ9kZGmxQTkfSuqevXMNisVG64KNux2WLrUXE7ehgqgUiX47TczWDwgIGvHtYKNnTvh4kXzuf36a3Pbhx/C9u3w008QFweNG0OTJjl6GfmWWlFdGzRAPP9QGypxF6tKw93BxoIF5vf1pUvmd0x4ONx9t5mRFRNj2jr+9FP6bS9FrkbBhogUKI5gIzzzwcaWU1t44vcnABjdeXSacwwyq36p+oy6cRQAwxYNIzQ69KqPSbInsWj/IgB61e6V6edKXrERERvBTzt/chzPaj0E5uT2g/MeZM7uOfh4+jC3/1y6VOtCoG8gfev3BUzVRm5YvH8xc3fPLTAVIVawUaXo1cMlPy8/lt6/lG1DtzHznpn8r+v/GNRoEC0rtMxSGzSrJdPiA4u5HGemcVrVGjdWuTFVEJIWq13VjrM7OHf5nOP2CX9PYOXhlQR4B/B5r88zvabc4u/tz9e9zZmgb7Z8k2HLLhERyT4rKPDyclZQ5JYrTzbccIPZZlSxERdn2jhZrlbdkVn798ORI6YNVMeOqe+/9VbTViqrSpeG2rXN5b/+Mh/WSeHERHjiCWcbqmu1WgOyHmxERzv/LaoVVf6RfIC4uJdVsaFgQ/KaVbFx4YL71rBypanGiImBXr3Mz6QX/+uQHRdnKi/nzDEt9ESyS8GGiBQo1tyDzAYbF6Mv0ndmX2ISYri11q281vG1HK/hlQ6vUK9kPc5ePsvIJSNT3X8q4hRfbPyCmIQYADad3MTZy2cp4lOEDpU7ZPp5GpdtjA0bJyNO8sn6T7gcf9nRTmjq1qmcjjxNkj2Jx357jOk7puPl4cWse2ZxS81bHMd4qPFDAPy08yei46Oz/6LTcDryNLfNuI27Zt7Ffb/cR0RshEuP72rR8dGcvXwWyFzFhqs0LtOYqkFViUmIYfGBxQAsO2T6aHSu0jlTxyhVqBQNSjcAYPWR1YD5d/Xan+bf8ye3fELtErVdvPLs6VC5A03LNsWOneUHl7t7OSIi16Tk8zXSGbvlMlfOkrCCjYyqMLZvN+0lLK6q2LCqNdq1c7ZNchWramPtWpg+3Vy+5RZzsn/dOvj3XxMkZTRcvKDLarBhVWv4+eV+SzTJPLWiyj9UsSHu4u5WVAkJMGyYeXNAv34wd675PfHee2a2xtixMG+e+f0hkhMKNkSkQLFmbGSmFVWSPYlBcwdx6NIhqgVV44c+P1x1YHRm+Hr5MqX3FGzY+GbrN6lO3j7626MM/X2oI/Sw2lB1r9EdH8/MT5os7FOYOiXrADB27VjAhCptK7YlNjGWif9M5OmFT/PN1m/wsHkwo+8MetfpneIYXap1oUrRKoTFhjEvZF6mnzssJoyJ/0yky7Qu/Brya5r7zA6eTUJSAgAzds6gxVct2Hl2Z6afI68dCTODwwN9A7M8byInbDabox3VvJB5fPT3R455G1mpHkrejmr7me30n92f+KR47qp3Fw83fdj1C8+B7tVN43MrwLlSTEIM646tIy4xLi+XJSJyzbCCgrw4mXxlxUb9+mabURVG8jZU4Ppg48o2VK5gVXr8+SfM+q/b6PPPw5gxzn1uvdVUd1yrrGDj8uXM7Z98cHhuB2ySeVbFhlpRuZ+CDXEXdwcbU6aY9o7FisHnn6f8W6J7d3jllay3jRRJi4INESlQstKK6p3V7/w/e/cdFcXZxXH8u3SQJhbsvWPvvfduNJaY2DWWaDTRJJqYxLxJNJpmbLFFjTW2WGLvvffesVdAQEHqvn88DgtKWWBhF7ifczg77M7OPCSiML+597Lx2kYcbBxY1XkVmR0zm2wdNfPWZFBl1d5q6KahROpVo+u7/nfZeG0jADOOz+D8k/NRwUarosa3odJo7aiCwoKwsbKhZ7mefF7rcwAmHpjIjOMz0KHj7/Z/06lUp7feb6Wzome5noBqW6QFEXG59PQSQzYMIfevuRmxZQS7vXfTf33/qBZK0WmtsXqW60lul9xc9blKs0XN8H9lwgmhJhS9DZUulX/71oKNZeeX8cnWTwD4pt43lM9R3uhjaMHGorOLqDSrEjf8bpDXNS+zWs9K9a8nIY0LqStO225si7VNWffV3an1Vy3y/56fr3d9zb0A+c3bEkVERnDhyYWov9+EEJZDCwpSYxht9IsRzs5qlkX0NcTm6BujvUzRiio8HHa9HjX15uBwU9AqNo4dU607PD2hQQN1x2m5cuq1AQNMf15LktiKDRkcbpmkYsNySLAhzMWcwcbz5zB2rNoeNw48jB/ZKESiSbAhhEhTtFZU9wLuxTvXYcv1LXyz+xsAprecToWcFUy+lh8b/Yi7gzuXnl1i3ZV1gJploUetK0IfQZ+1fTj+4DgALYq0SPQ5tAHiAG2KtcHT2ZM2xdtQMmvJqPPMbjOb7mW7x3mMgZUH4mbvxomHJ5h8ePJbr0fqI/nv6n80XdiUUtNLMf34dF6GvcQrmxd5XPPwNOgp049Nj/GeO/53OHD3ADp0/NDwB04PPE1Rj6I8CHzAF9u/SPTXmRpuP1cVG6nZhkpTM29NsjllIywyDICv6nzFN/W+SdQx6uaviw4d/iH+hEeG06FEB470O0IWpywpseRkqZ2vNvbW9twPvM8VnysxXttyfQurL60GVDuz/+39HwV+L0DH5R3ZeWtnmpnXkt75BfvReGFjSs8ozawTs8y9HCHEG6K3okpp0VtR5c1rOKcxFRvGtK0y1qFD6jiZM0OlSsk/3psKF455gb5LF7C2VsHOzp2wb5/qEZ6eae29EtuKSuZrWBYZHm4ZXryAp69H4xUqZN61iIzHnMHG99+r85YsCQMHpv75RcYiwYYQIk3RWlEFhQXh98ov1n28n3vz3ur30KNnQMUB9K7QO0XW4ubgxuDKgwGYsH8CkfpI/jr1FwD/a/A/7K3tOfbgGKAqL3K6JP63Pq1iA6Bvhb6AqsKY1GQSuVxyMbP1TPpW7BvvMXK65OSXpr8AMHbXWG743gDg+avn/HboN4pNKUabpW3YdnMbVjor2pdoz44eOzg36Bw/NPwBgJ8O/BRjhsbyC8sBdbE9t2tusjplZXab2QD8eeLPqDkQlkSr2DBHsGFtZc0HZT8AYEztMXzX4LtEV1lkccpCZ6/O5HHNw/JOy1nVeVWS/kylBkdbx6h5MttubIt6PiwijOFbhgPwUZWPWN5pOfXy1yNCH8HqS6tp9HcjSk0vxZQjUyy28icjuOF7gxpza0QNude+34UQlsNcrajy5DEEG8HBEBb29v5+fnDldaatVVYkJ9i4ckVVSmjHatRIBQ6mptMZqjYg5iwND4+Yr6VXWsXG/fuqDdeaNfFfFJOKDcuktaJ6/hyCgsy6lAzt7usGA25uqRNCCxGduYKN7dvhjz/U9q+/vt3OUghTk2BDCJGmONg4kNVJ/Ssd25yNV+Gv6LS8E77BvlTOVZnJLd6uUDClYdWGYW9tz5H7R/h619fc9r+Nu4M7n9b4lM9qfRa1X1LaUAFUyV2FXC65KOdZLsY8hlbFWnH/k/sMqGRcT4Q+FfrQsGBDgsOD6b22N0M2DCHPr3n4ZOsn3PC7gbuDOyNrjOT60Ov82+VfGhZsiE6n470y71HUoyg+wT5MPTo16nj/XPgHgC5eXaKeq1egHv0r9gfUnBFteLql8Pb3BlQrKnP4qclP3B5+mx8a/ZDk1lHLOi3jzvA7vOv1rsW1n3pTbHM2ph6dyuVnl8nmlI3/Nfwf73q9y+5euzk36ByDKw/G2c6Zy88uM2zzMHL/mpvS00tTfGpxyswow9yTc831pWQoB+4coPrc6lzxuYJnJk8A9t/ZHyPYFEKYn7laUeXJAy4uhs9jq9o4pu7poFAhVQUR134JOXAA2rdXd3zOnq2GkVerBhMnJv5YxtLmbBQqBFWrptx5LFX+/CosCwlRF6Q6dIBs2VTlzaBBaqh69CoArWJDgg3L4upqqL6RdlTmc+eOetTa9wmRmswRbOzaBW3bqpseunSB5s1T79wi45JgQwiR5sQ1Z0Ov1zN041BOPDyBh6MHK99diYONQ4quxdPZM2pw8w/7VHVD9zLdcbR15IvaX6h5DhiGRyeWs50z14de51DfQ9hY2SR5nTqdjtltZuNo48i+O/titJua2Xom90bcY1LTSRTMXDDG+2ysbKJaJk06OIlnQc+47nud4w+OY62zpmOpjjH2n9hkIjmcc3DV5yrFphSj26pu/HHkD47dP2b2QdHmbEUF6r9lPrd8yT6OpQcaGm3Oxq5buwiLCOPRi0d8u+dbAMY3Gh9jgHvp7KWZ1moa9z+5z7SW0yiVrRQvw15y4ekFrvpc5fyT8/Rb34/+61Rg5v3cm4kHJtJ1ZVca/d2IMjPKUOuvWgz6bxAzjs3gwJ0DBISYoKF7BrP03FIa/d2IZ0HPqJSzEqc+PEXhzIUJiwxj562d5l6eECIacwUbefOqz7WBn7FVYmhtqKpVM6zP2IqNyEhVJVCrlqqQWLsW9Hpo00a1gjp0CAoWTPAwSda7N/TtCzNnZsxh2G5ucPUqLFoEH36oQiWAixfhzz+he3f1Z6BUKTh8WFpRWSqdTtpRWQKtYiNf8n/8FyLRUjvY2LsXWrdW1ZytWsGCBalzXiGSfpVMCCHMJK9bXk49OhWjYiMkPIQB/w3g7zN/o0PH0o5Lye+eOnfmj6w5kpknZkYN2O1XsR8ATrZOHOx7kLv+d5M148PR1tEk6yyUuRBTWkxh2OZhNC3clGFVh1G/QP0EL5R3Ld2V7/d9z+Vnl8nza56o8KNRoUZkz5Q9xr7uDu781fYvOq3oxN2Auyw7vyxqyLiDjQOVc1WmRp4aVM9TnUYFG+HmkHp12eZsRZURVchZAQ9HD3yDfVl8bjE/7vuRgJAAKuWsFGd7OFd7VwZXGcygyoM4+fAkASEB2FjZsOf2Hr7e9TVzTs1h7ZW1PA16Guv7D949GOPzAu4FKOtZlrLZy6pHz7IU8SiCtVUK9DBJw/R6PT/s+4Gxu9SUv/Yl2rOowyIy2WWieZHmTDs2jc3XN9OuRDszr1QIodEqIFKjFVX0GRtaixtXV9XiJrZKjOjBhrY+Y4KNTZtg+HB1YV077wcfqJZI2gX2lObiAnPmpM65LJWnpwowur8e3/b0Kezfr4KlvXvh1Cm4dAnq1ze0rpKKDcuTJ4/6XpKKDfPRKjYk2BDmoAUbfn4QHg42KXj118dHVfgFBUGzZrByJdjbp9z5hIhOgg0hRJrzZsXG05dP6fBPBw7cPYC1zprprabTtHDTVFtPocyF6OzVmWXnl1ExZ0XK5ygf9Voul1zkcsmVamtJSN+KfROcyfEmaytrFrRfQK81vbj07BKXn10GoKtX11j3b1G0BY8+fcTR+0c5dO8Qh+4d4vC9w/gG+7L/zn7239kPQG6X3Bzpd4TcrrmT90UZ4VX4Kx6+UI2gUyvwyuisdFY0KtiIFRdX0HutCjLyu+Vn8TuLsdLFXzCq0+molMswGbZO/jpUzV2Vbqu68TToKTp0NCjYgBZFWpDbRc148Qn24cyjM5x9cpazj89yL+Ae3s+98X7uzbor66KO5WjjSM28Nfmm3jfUyV8nZb74NCQ0IpQB6wew4Iy6rerTGp/yU+OfosKfFkVaMO3YNDZd34Rer08zFUNCpHfmbEWlnffRo7cDC70+ZrDx6nVXSmNaUX36qboQ6+6u2h4NHSqVAJYgWzZ1warD6+JjPz/o2RPWr1ctq0D+P1ki7f+JNgdFpD5pRSXMKXNmw7avL2TPHve+yTV2rDpHmTLw77/gkLJNM4SIQYINIUSaowUb9wLuEREZQeOFjTn7+Cxu9m6seHcFTQo3SfU1/dT4J/R6PcOqDUv1c6eGqrmrcmHwBc4/Oc+y88sICgvivTLvxbm/i70LjQo1olGhRoC6I/yqz1UVdNw9xIZrG7gfeJ/OKzuzq+cu7Kzt4jyWKWjVPZlsM5HFMUuKnksYNCnUhBUXVwDqz9C6ruvwdPZM0rGaFm7KmYFn2O29m0YFG8U6OL1raUPY5hvsy7nH5zj7WAUdZ5+c5fyT8wSFBbHj1g523NpBy6ItmdRkEqWylUraF5jG+Qb70nF5R3Z778ZaZ83UllMZWHlgjH3qF6iPnbUdt/1vc/nZZUpmS6XbpoUQ8UrNYMPKSn1ERsas2IC3A4tbt1TbC1tbKF9e3dkffb3x8fFRjzt2QMWKJlm6SAGZM6sLV198AT//rNoeyYVby6NV0Tx+bN51ZGTSikqYk42N+vvaz0/9+5pSwcaZM6p9I8CUKeBommYTQhhNgg0hRJqTx1X9Vn034C5rLq/h7OOzuDu4c7DPQbNddMvnlo9lnZaZ5dypRafTUcazDGU8yyTpvcWzFqd41uL0Kt+LG743qDSrEgfvHmTU1lEpPuQ9ehsqueM89XQo2YEpR6dQIWcFZrSagZOtU7KOl8c1D++Xfd+ofT0cPahXoB71CtSLei5SH8lVn6tMPjyZ2Sdns/HaRg7fO8yZgWei/l7JSFovac2he4dwsXNhxbsraFak2Vv7ZLLLRL389dh2cxubr2+WYEMIC6EFCqkRbAA0bqzuPi5WLOZ53wwstGqN8uXVHZuJaUUVGKgeo99lKiyTtTVMmqTaUQUFpeydwCJptGBDm4MiUp+0ohLmljWrCjZSas6GXg8ff6xufHj3XahXL+H3CGFqMjxcCJHm5HV73YrK/y4/HfgJgI+qfCQX3NKQwh6FWdhhIQB/HP0jag6HKf1++Hc+2vgRYRFhUcGGtKFKXVmdsnJ20FkWtF+Q7FDDFKx0VpTIWoIZrWdwacglyucoj2+wLz3X9IyakZNR3PW/y6F7h7DWWXOgz4FYQw1N8yLNAdh0fVNqLU8IkQAtKEiNGRsAmzfDhQuGntlxVWxEb0MFhgDk5UvV4zsu4eFq4Gj0YwvL16qVupglLI8EG+al1xsqNqSiSZhLSg8QX7kS9uxRNzJMmpQy5xAiIRJsCCHSHK0V1Q2/Gxx7cAwHGweGVhtq5lWJxGpTvA1f1vkSgGGbhvEi9IXJjh0RGcFn2z5j2rFp/H3mb0PFhlsBk51DpG1FsxRlWcdlONk6sfPWTn45+Iu5l5SqDtw9AED5HOUTrMJqUaQFAHtu76Hfun7UmVeHbqu6mfR7VgiROKnZigpUuyGraL85JlSxoQUb0UMKrSIjNi+i/XXi4pL0dQohlIwabOzerYLY69chLMx863j6VM2g0ekgd8qPExQiVikZbAQFwciRavvzzyG/3D8ozESCDSFEmvPmsOne5XuTPZPUwKdF39b/liIeRXga9JRpR6eZ7LgPAh8QFql+m/nf3v9xzfcaoFpRCaEpnrU4vzf7HYAvd37JyYcnzbugVHTgjgo2auerneC+JbKWIL9bfkIjQpl7ai777+xn2flltFrSipehL022Jr1ez6MXGewKjBBJlNrBxptiq9gIDYVTp9S2FmzY2RmGiMbXjko7jp2d+hBCJE9GDDYOHoQGDaBFCyhaVPX6L1JEfT50KEyeDBs2wP37Kb8WrQ1Vzpzyd5own5QMNiZNUn/O8+aFzz4z/fGFMJYEG0KINMfO2g7PTGoAsZXOik9rfGrmFYmksrGy4eu6XwMw8eBEAkICEniHcbQKDYDb/rdZfWk1IK2oxNv6VexHhxIdCIsMY/CGwej1enMvKVXsv7sfgFp5ayW4r06nY1abWfQs15Nv6n3D9JbTcbV3Ze/tvbRZ2oagsKBkrydSH0mXlV3I+UtOvtn1TbKPJ0R6pwUB5mrbFFvFxpkz6g5lDw91MTG+fd+kVXNItYYQpqEFGz4+KnTMCHbtUo+uripQjYiAGzdUBcfUqTB8OLRurWZefPABXL6ccmvRgg1pQyXMKaWCjTt34CfVEZyffwYn83ccFhmYBBtCiDRJm7PRqVQnCnsUNvNqRHJ0K9ON4lmK4xvsy5QjU0xyTC3YsNZZAxChjwCkYkO8TafTMb3VdBxsHDhy/wg7bu0w95JSXGBIIGcfnwWgVr6Egw2ApoWbMr/9fL6t/y2Dqgxi6/tbcbFzYZf3LpoubMr9gOTd/jjxwERWXFwBwHd7v2Pc7nHJOp4Q6VlIiPoAy6rY0NpQVa2q2q9otDW+OY8jOi3YkPkaQpiGh4ca8g7w5Il515JatL+Dxo1Tc33u3VNhx+zZqlXOO+9A6dJq0PGiRVCqFHTtCufPm34t2nwNGRwuzCmlgo1Ro9RcrHr1ZM6SMD8JNoQQaVKvcr0okbUE4+rLxa+0zsbKhm/qqTu0fzn0C/6v4rml00hasNGldBdyuxhal0mwIWKTwzkHAyoOAFTrsoT4BvsSGpF2b388fO8wkfpICrgXIJdLriQdo1qeamx5fwuu9q4cuHuACjMrsPXG1kSt4dTDU0TqI9lxcwdf7lTzdtoUawPAt3u+5X97Ev5/IURGFL3ywVwVDrGFFW/O13hzX6nYECL1WFmBpypw5/Fj864lNej1cPSo2q5WTX39uXND/frQrx9MmACrVsG5c3D8OLRrp97zzz9Qpgx06qSqzkxFq9iQYEOYU0oEG3v2wPLl6nts8uSYNzIIYQ4SbAgh0qQhVYdwacglSmQtYe6lCBPo7NWZUtlK4ffKj293f5vs42nBRoksJaIGlDvaOJLNKVuyjy3Sp1G1RmFnbcfe23vZe3tvjNciIiM4dPcQY3eOpeLMimSZmIWac2uadL5Eatp/R7WhMma+Rnxq5K3B8f7HKZ+jPE+DntJ8UXM6r+jM+ivrCYuIe2Ln3JNzqTG3BhVnVSTbpGy8s/wdIvWR9C7fm7Vd1/JTY1Xb/vXurxmxeQQRkRHJWqcQ6Y0WJri4GO7ITm1aZUX0sCKuYCO2fd8U/WsSQphGWp6zERICp0/D33/Dt9+qdlLh4XHvf/euCnBsbKB8+fiPXakSrFmjZgJ17KieW7VKva99ezhxIvnrl1ZUwhJkyaIeTRVsRETAxx+r7QEDoFw50xxXiOSQYEMIIYTZWVtZR13M/P3I7yw6uyhZx/P29wZUhUbfin35sNKH/NT4J3RyS4mIQx7XPPQu3xuA7/d+j2+wL0vPLeX91e/j+bMnNf+qyff7vufUIzUZ98TDE/Re2zvBmRzez7256XczxdefGAfuqsHhxszXSEjRLEU51PcQH1b6ED16VlxcQdtlbcn5S04+2vgRh+8djvHf6ODdgwzaMAgAe2t7fIN9CQgJoEKOCkxrOQ2dTsdntT7j5yY/A+rvg84rOxMcFpzstQqRXmgBgTnbNr1ZseHrC9euqe2qVePfNzZSsSGE6aWFYEOvVyHAhg0wfjx06wZeXpApE1SoAD17qtZSLVqokODzz+HFi7ePowWrZcuqoeHGKF8eVq5UVRxdu6o7z9euhcqV1SwOrQIkKaQVlbAEpq7YmD1bVTa5u8P/pLBaWAgJNoQQQliE1sVaM6b2GAD6revHkXtHknwsrWKjgHsB7Kzt+LP1nwytNtQUyxTp2Oe1PsdaZ822m9vINikb761+j8XnFuMT7IObvRudvTqzoP0C1nVdh62VLSsurmD8/vFxHu/JyyeU/7M8RacUZcyOMRbRvio8MpzD9w4Dpgk2ABxsHPiz9Z+cGHCC4dWG45nJE59gH6Ydm0aNuTUoOqUo3+7+lv139tNxeUfCIsPoWLIjgaMDOdT3EDNazWDz+5txtDVcifi05qcs7bgUO2s7Vl9aTcO/G/L05VOTrFeItE4LNsw1XwPersLQLgAWKWK4Q1QjraiEMA9LCDaWL4+7AiIiArp0gfz5VZAwZgwsWwYXL6rXMmdWPfzfe0/9vfLoEUycCPPnv32s6G2oEqt0aVi6FC5cgPffVy12NmxQx2reHA4eTPwxpRWVsARasOHjk/xj+fnBV1+p7e++MxxbCHOTYEMIIYTF+F/D/9GueDtCIkJotaQVtf+qTbk/y9FsUTOO3T9m1DEiIiO4469+m5CZGiIxCmYuSK/yvQCI1Efilc2Lz2p+xp5ee3g66in/dPqHHuV60KZ4G6a2nArAVzu/YuO1jbEeb8qRKfiH+BOpj2T8/vFUnV01ami3uZx5dIaXYS9xs3fDK7uXSY9dMWdFfmv+G/c+ucfm7pt5v+z7ONk6ccPvBuP2jKPOvDo8evGIMtnLML/9fGytbamepzoDKw8ke6bsbx2va+mubPtgG5kdMnP43mFqzK3BNZ9rJl2zEGmRVvnwytp8VyvfrMKIqw0VGNeKSoaHC2F65g42rl5VwUXz5hAay70dn38OK1aolnqlS6sAY8IE2LhRVTz4+MDu3bB4MTx4AP37q/edjeVHKS3YeLNiLDFKloSFC+HyZejVS61ryxaoVQsaN4a9exM8BKC+Vu2/ubSiEuakhQ/+/hAWd5dYo3zzjfqe9PKCQYOSvzYhTEWCDSGEEBbDSmfFwg4LKZ29ND7BPhy4e4Czj8+y9cZWqs2pxoD1A3gWFH8t7YPAB4RHhmNjZZPkwcgi45rSYgpruqzB+2Nvzg8+z09NfqJu/rrYWtvG2G9ApQEMrDQQPXqGbBxCSHhIjNdfhL5g2rFpAHxU5SOyOmXlzOMzVJ5VmZ/2/2S2uRFaG6oaeWtgpUuZHwNtrGxoVqQZCzss5PHIxyzqsIjmRZpjpbMim1M21nRdg7Ods1HHqpu/Lgf7HqSAewFu+N2gxtwaHLybhFsn07CnL59y+dllcy9DWBAtILgZdJqLTy+aZQ3RqzD0+viDDWNaUcmMDSFMz9zBxr176vHZM9i+PeZrCxbAL7+o7SVLVDuoxYtV2NGiBeTJE3MosZ0dNGigti++8ddeeLgaCA7JCzY0RYvCvHkqmOnXT83t2LFDVY/Urw87d6q/9+Jy/7563d4essl4P2FG7u6qAgmSV7Vx5QpMn662J09W3xNCWAoJNoQQQlgUF3sXDvU9xD+d/mHluyvZ1H0TPcr1QI+e2SdnU3xqcWYenxnnhWGtDVU+t3xYW5lpqqpIsxxtHWlXoh353fMnuO8vzX4hl0suvJ97M+P4jBivzTk5B79XfhT1KMrvzX/n/KDztCvejrDIML7Y8QV159fluu91k6//XsC9OMM/vV7P5uubAaidN3mDw43lbOdM97Ld2dR9E09GPuHa0GsUylwoUccokbUEh/sepnKuyvgE+9BwQUNWXVyVQiu2LHq9nsYLG1Puz3Ip8udFpE2PfV6pDQd/Hr0wzxVLrbIiPByCg+NvAyOtqIQwD09P9WiuYCP69/yyZYbtI0fU4GGAsWOhc2fjjleqlHq8eDFmsHDxIgQFqb8/SpRI3pqjK1RIzRS4fh0GDgRbW9izBxo1gjp1YOvW2AOO6G2oZLyfMCdra/DwUNvJmbPx99+qPVyLFurPvxCWRIINIYQQFsfZzpnOXp3pWKojzYs0Z0H7BezttZcy2cvgG+zLwA0DqTanGkfvvz3VL/p8DSFSkpOtE+PqjwPUwHH/V+o3+LCIMH499CsAo2qOwtrKGk9nT/7t8i/z2s3Dxc6Fg3cPUu7Pckw/Nj3BAeTGuhdwj5LTSlJ5VmWCwoLeen32ydlsur4Ja501bYq3Mck5EyOLUxbcHJI2FMDT2ZPdPXfTplgbQiJCeHfFu/x26DcTr9DynHx4krOPzxIaEcq2G9vMvRxhIbwf+aoNe38CQuIpg0hBzs6GC3anTqk7Qe3soFy5t/dNTCsqCTaEMB2tYuPxY/OcP/r3/Jo1KgSNjIQPP1Ttmjp0gG+/Nf54xYuru8/9/GJ+TVqwWqWK4e50U8qfH2bMgBs34KOPVCXGgQPQrBnUqKFaZ0X/UU7mawhLktwB4nq9ahkH0KOHadYkhClJsCGEECJNqJO/Dic/PMnk5pNxtXflxMMTVJ9Tnf7r+se4Qz0q2HArYJ6FigylV/lelMhaAp9gHyYemIher2f+6fncDbiLZyZPPij3QdS+Op2OXuV7cW7QORoUaEBQWBBDNg6h+eLm+AX7JXsts07M4kXoC27732bWiVkxXjvx4ARDNw0F4MdGP1LWs2yyz5faMtll4t8u/zK48mD06Plk6ydMPzbd3MtKUcsvLI/a1tqICXHv6esUwME/KlBNbTqdIbDYulU9VqigLvi9yZhWVDJjQwjTM3crqufPDduBgSoAWLYMzpxR3+uzZycuiHBwgMKF1Xb0dlSmmK9hjLx5YcoUuHkThg8HR0dVfdKqlQpV1q1TF4Hv3jXsL4S5JTfYOH8erl1T/763amW6dQlhKhJsCCGESDNsrGwYVm0YVz66EtWeas6pORSbUowj91SDb6nYEKnJxsqGCY0mAPDr4V8pOLkgA/5T/RWGVx+Og43DW+/J756f7T22M7n5ZBxsHNh6YyufbfssWesIiwhjzsk5UZ//dOAngsOCAfAL9qPTik6ERoTStnhbRtUclaxzmZO1lTVTW07l67pfA+rrNNe8kpSm1+tZflGCDfG2Rz6vK7LsA/APMU+wAYbAYtvrYqLY2lBF308qNoRIXVqwERgIL18m7r3+/nDhQvKqPd78nv/7b9V6CuCzzyBLlsQfM3o7Kk18M35SQq5c8NtvcOsWjBoFTk5w4gS0awcVK8KGDWo/qdgQliC5wcbKleqxWTP5N1pYJgk2hBBCpDk5nHOwoP0C9vXeR5nsZfB75cf/9v4PAG9/b0CCDZF62hZvS828NXkV/orb/rexs7bj3VLv8lHVj+J8j5XOimHVhrHl/S0AzD01l5MPTyZ5DeuurOPhi4dkz5SdAu4FePTiETNPzOT5q+c0X9wc7+feFHQvyIL2C9Cl8YbPOp2OL2p/QRbHLNzxv8N/V/8z95JSxImHJ/B+7o2jjSNWOiu8n3vzIPCBuZclLMBT3zC1YW++ig0wVFckdFHRmFZUMjxcCNNzcVFVBWB8QDF9ugoj3d2hdGk1SDupF0S17/mmTdXjunWq2iFHDlXxkBRvBhuBgeqOckj5io03eXrCxIng7Q2jR6sWfadPw8GD6nUJNoQl0ALEpH4fr3o91q5TJ9OsRwhTk2BDCCFEmlU7X22WdVLTCLfe2MrzV8+lYkOkOp1Ox7KOy/i+wfdsfG8jvp/5svzd5TjbOSf43rr56/JemffQo+fjzR8ned6GNry8X4V+fFnnSwAm7J9A478bc/T+UTwcPVjTdQ3uDu5JOr6lcbR1pF/FfgBMPTY16vmAkADuBdwz17JMSmtD1aZ4G8pkLwPAgTtStSHA3z9SbTiYb8YGGCoxIl8vRyo2hLAsOl3i21FNmWIIGnU69b25fXvSzq99z9evD8WKGZ7/+mvIlClpx3wz2NixQ/0dVLiwqqQwh2zZ4Mcf4fZtVZGihbnly5tnPUJEl5yKjUuXVOWWrS20Sf3xfEIYRYINIYQQaVqpbKXwyuZFWGQYqy+t5o6/mtgnwYZITXnd8vJl3S9pUbQFmewS99v6hEYTcLRxZP+d/TFmKhjrqs9VdtzagQ4d/Sv1p0e5HuR3y8/jl4858fAE2ZyysavnrjQ5VyM+AysPRIeO7Te3c/nZZa48u0KJqSUoPrV4mq9s0Ov1rLioJjW+W+pdauWtBUg7KqG8CLRWG2ZuRRV9HkbWrFCoUOz7RZ+xEVd2KzM2hEgZiQk2/P3h8mW1fecOjBihtnftStq5tWDDzQ26dlXbRYpAv35JOx4Ygo0LF9Tjpk3q0RJ6/3t4wHffqf92V65ApUrmXpEQhmDDxyfx79WqNRo3VlVcQlgiCTaEEEKkee+WeheAyUcmEx4Zjq2VLblczHTblhCJlNctL1/U/gKAUdtGERQWlKj3zzw+E4CWRVtSwL0AdtZ2fFX3KwA8M3myu9fudBdqgAov2xRXt4+N2TGGBgsa8PDFQ4LCgth4baOZV5c8xx8cx/u5N062TrQs2pJa+STYEMqL0BeEBTmpT+z9LWLGBqgWMHF1udPCiogICIrjrzep2BAiZXh6qkdjgo3jx9VjgQJq8HWDBurzpAYb2vBwNzf49FP1sWKFuvs7qUqUUH/XPHsGT56ogeQALVok/Zim5uYWs0JFCHNKTsWGtKESaYEEG0IIIdK8d71UsHH28VkA8rnlw9rK2pxLEiJRRtYcSV7XvNwNuMu8U/OMfl9wWDDzTqv9B1UeFPV83wp9Wd15NccHHKdUtlImX6+lGFJlCAD/Xv6Xhy8eYmNlA6jWdGlZVBuqYm1wsnWidr7aAJx6eIqXoYmcACvSleu+1+HV60TBzK2ooldXxDe0N1MmsH79T3Js7aj0egk2hEgpWsWGMTM2jh1Tj1WqqMc6dcDKCq5dg/v3E3/u6BUbrq7w88/Jb8/k5KSCF4Dly+HePTVHpF695B1XiPQqqcHGgwdqZoyVFbRrZ/JlCWEyEmwIIYRI87R2VBppQyXSGidbJz6v9TkAPx/6mfDIcKPet/zCcvxe+ZHfLT/NizSPel6n09GhZAfyuOZJkfVaisaFGlMsi7otslS2Uqx8dyUA229uJyIywpxLS7I321CBCmvzuOYhQh/B0ftHzbk8YWbXfa9DyOtEwczDw6NXbMQXbOh0hhAkIJYc5uVLQ4sqCTaEMK3EtKI6+vqfF20It5uboZ1SUqo2tGDD1C1svF7/yP/rr+qxYUPDkHQhRExJDTauXlWPhQoZBpALYYkk2BBCCJEuaBcAQYINkTb1rtCbbE7Z8H7ubfSsDW1o+IBKAzJklZKVzor57ebzcbWP2dljJ62KtcLdwR2/V34cf3Dc3MtLkmMPjnHb/zaZbDPRoqiht4bM2RAAV5/egFAt2LCcGRvahdCE9o2tYkOr1rCyUndjCyFMJznBBiSvHVX0ig1T0uZs3LqlHlu2NO3xhUhPkhpsaN9fBQuadj1CmJoEG0IIIdIFrR0VSLAh0iYnWyeGVRsGwE8HfkIf15Td1049PMWR+0ewtbKlb4W+qbFEi1Qjbw1+b/47ns6e2FjZ0KhgIyDttqNacUFVa7Qu1honW8NVXi3Y2H9nv1nWJSzDxXt3DZ+YuRWVdrGyWDHInNm4feMLNlxc4p7TIYRIGmODjQcPVLspKyuoWNHwfHKCjegzNkyp1BsdNi1pvoYQlkYLNl68gFevjH+fBBsirZBgQwghRLoQvR1VEY8iZl6NEEkzpMoQnO2cOfv4LJuvb4533z+P/wnAOyXfwdPZMzWWlyY0LdwUgK03016wodfrWX5RVet09uoc4zVtgPihe4eI1Eem+tqEZbj2SDXKt7YNB5tQs7aiqlRJzc7o2DHhfbULm7G1otKekzZUQpiescGGNl+jVClwdjY8X7s22Nioi5y3bxt/3levIDRUbadksFGihFx4FSI+bm6GOVc+Psa/T4INkVZIsCGEECLdWNhhIePqj6NjSSOusghhgTI7ZubDSh8CMOHAhDj3CwgJYPG5xUDMoeECmhRqAsChu4fMetE3KY7eP8od/zuqDVWRmLeglvUsi6ONIwEhAVzzuWamFQpzu/lQXZVwdlEzZAJDA802T6ZmTfDzgx9+SHhfYys2hBCm5fn6vodHjwyzbGITWxsqUCGHNkw8MVUb2ve6Tmf67+0SJQzb0oZKiPjpdElrRyXBhkgrJNgQQgiRblTIWYGv632NrbWtuZciRJKNqD4CGysb9t7ey9nHZ2PdZ9HZRbwMe0nJrCWpm79uKq/QshXMXJCiHkWJ0EewyzsJvTPMSBsa3qZ4GxxtY05CtbGyoXyO8gBpdn6ISJ6XoS955qtugfZwN8zUCQwNNNeSjG4fZcyMjegzO4QQpqEFG6GhhtZQsYkr2ICktaPSvtddXVV7K1NycYGiRdV2mzamPbYQ6ZE2/DsxwcbNm+qxUCHTr0cIU5JgQwghhBDCguR2zU2HEh0AmHl85luv6/X6qKHhAysPRCdN6d8S1Y4qDc3Z0Ov1UUPjO5fqHOs+lXJWAuDEwxOpti5hOa77XocQdfXfI7MNdtZ2AGads2Gs+FpRScWGECnH0dHw/VehAgwfDnv2QES0Qq/ISDj+Oi+PL9jYs8f486bUfA3NkiWwcCHUr58yxxciPUlsxUZwMDx8qLalYkNYOgk2hBBCCCEszMDKAwFYeHYhL0JfxHjtwN0DnH9yHidbJ3qU62GO5Vm8ZoWbAbDlxhYzr8R4R+4f4W7AXZztnGlepHms+1TOVRmQio2MSgUb6iqhmxu42avttNByLb5WVDJjQ4iU9emn4OSkZmRMnqzCgBw5oE8fWL8ezp1TQYSDA5Qu/fb7y5VTj3fuGOZmJET7Xk+pYKNyZXj//ZQ5thDpjRZsGDtjQ5un4+xsqPYQwlJJsCGEEEIIYWEaFGhAUY+iBIYGsvTc0hivadUa3Up3w93B3Qyrs3z1C9THWmfNTb+beD/3NvdyjLLiwus2VMXebkOl0YKNU49OmW2ugjCf677X4ZW6SujqCm4Or4ONEMsPNoxpRSXBhhApY+xYePoU1qyBnj3Bw0PduT1vHrRtCxUrqv0qVADbWLq5Zs0K9vZqRseDB8adM6WDDSGE8RJbsRF9voYUhqcfz5/DkSNqPlp6IsGGEEIIIYSF0el0UUPE/zzxZ9TzT18+ZeXFlYChqkO8zcXehaq5VT+NHTd3mHk1CYvUR0bN1+jsFXsbKoASWUvgZOvEi9AXXPW5mlrLExbimu+1WCs20lIrKgk2hDAPJydo1w7mz4fHj2HnThg6FPLmVa2oAOrGMbJLp4M8edT23bvGnU/7Xnd3T86qhRCmkJxgQ6QPK1ZAgQLQr5/6+3yF+rWDtWvVHBUbGyhfHi5dMrzn/HmoUgUyZ4ZRo1S4rdmzB0qWVH+2fv01Nb+St0mwIYQQQghhgXqW74m9tT0nH56Maj007/Q8QiNCqZyrctTd+yJ2jQo2AmCn904zryRhR+8fTbANFYC1lTUVclQApB1VRhR9xoabG7jaq+201IoqIABevYJTp9QjyPBwIVKbjY2am/HHH6rlzPHjMHcujBkT93u0YOPePePOIRUbQlgOCTYyNn9/GDwY9u5VrQenTVNBxY0b0Ls3TJgA9+9DsWIq+AAICYE2baBSJfVvxMWLKhgHVQHYti106waHDsHixbBrl9m+PPMFG2svr6XQ5ELYfGdD+T/Lc+nppQTfM+vELHL+khPb/9lSb349HgY+TIWVCiGEEEKkvqxOWXnX610AhmwcwsZrG5l5Qg0TH1R5kDmXliY0KvQ62Li1E330W4wskDY0vG3xtjjYOMS7rxZoyQDxjOea77U034rqyBHV279iRfj2W/WczNgQwnx0OnXhqk+f+MPFxAYbKT08XAhhPAk2MraAAPj9dyhbVn1esaKat3Lpkgo1OncGT08YNEjdeAKwaZMKRH79FQoXhh9/VAE4qCAjVy7V5rBoUfj6a8Nr5mCWYOOG7w16r+3NhMYTuP/JfYplKUa/9f3ifc/+O/sZu2ssCzss5NbHt9Dr9YzcNjKVViyEEEIIkfqGVxuOvbU9R+8fpdWSVtz0u4mbvRtdS3c199IsXo08NXCwceDRi0dcfHrR3MuJU4w2VKXibkOleXOAeFhEGBuvbSQoLCjlFinM7mXoSx4EPkizrag8PNRjYKDhTu79+w3PgQQbQliyvHnVY2JbUUmwIYT5JTbYuHlTPUqwYfkCAwMJCAiI+ggJCXlrn7x5oXt3tR0WBr/9Bh06QOvWMGCAYb8rV1RQAXDmDFSvrtoYggpFLl40vNaggWH+StWqcMKM91uZJdi49OwSExpPoLNXZzydPRlUeRCnHp6K9z3XfK4xs/VMGhdqTB7XPPQu3zvB9wghhBBCpGWVclXi1Ien+Ljax3g4qiuDAysPxMnWycwrs3z2NvbUzlcbUFUblurIvSPcC7iHi50LzYo0S3D/SjkrAYYB4r3W9qLVkla0WNyCsIiwlF6uMJMbfjcAsA3LAqS9VlTVq8OQIepuwOnT1XPXrqlHCTaEsHxJbUUlMzaEML+kVmwUKpQy6xGmU6pUKdzc3KI+xo8fH+e+Z86oqtnNm1UrwuhCQ+GXX2Dg6xGOAQExgy2dDqyt1eDxN19zdYUHD0z4RSWSjTlO2rpY6xifX/G5QtEsReN9T+8KvRP9HiGEEEKItK5ktpL83vx3JjSewLnH56iYs6K5l5RmNCrYiO03t7Pj1g6GVhtq7uXEKjFtqACKZSmGs50zL0Jf8O3ub1lybgkAe2/vZfjm4UxrNS1F1yvM47rvdQAcIjwJ43UrKvu004rK2hqmTlXbAQGq1/OTJ2pbZmwIYfmkYkOItCuLuifCqGDj+XNDK7kCBVJoQcJkLl68SO7cuaM+t7e3j3PfsmVh61YYMULN0li50vDaN99ApkyGGRs2NvDmoRwcICjo7de0583F7MPDQyNC+eXQLwysNNDo9/gG+zLzxMx43xMSEhKjHCdQ+4lZCCGEECINcrBxoEruKlhbWZt7KWmGNkB8t/duwiPDzbyat0XqI1l5Sf1W0dkr4TZUoAaIa+HW9/u+B6BV0Vbo0DH9+HRmn5idMosVZqUFGzbRKjbS0oyN6FxdIXt2tX3jhlRsCJEWyIwNIdIurWIjODjhC9BatUa2bODsnLLrEsnn4uKCq6tr1Ed8wYY2U2nBAli92vD39M6daqD4kiVga6ue8/BQQ8KjCwwEO7u3X9OeNxezBxvf7PqGTLaZ6Fcx/hkb0Q3ZOISaeWvSomiLOPcZP358jHKcUqVKmWK5QgghhBAijaiYsyLuDu74h/hbZAvTw/cOcy/gHq72rjQt3NTo92ntqEDN3Pi3y79831CFHEM2DmHTtU0mX6swr2s+qm+T/pUqa4jeiiotzNh4U5Ei6vHaNRkeLkRaoFVsPH6sWpYkRCo2hLAcLi6GC9Y+PvHvK4PD0589e2DUKMPndnYq5LCyUv+/u3VTwUb0y+ZVqsChQ4bPb92CkBAVarz52qlTEK1oJNWZNdjYeWsn045NY0nHJdha2xr1ngWnF7Dr1i7+avtXvPuNHj0af3//qI+LFy13aKQQQgghhDA9aytr6heoD8COWzvMu5hYJLYNlaZKrioAONo4sqjDImytbRldezRdvLoQFhlG22VtWXpuaYqsWZjHdT9VsREerObrRB8enhZmbLxJCzauX5eKDSHSgqxZVesRvd64XuoSbAhhOXQ64+dsSLCR/hQrBrNmqY+7d2HMGGjaVIVdrVtDu3ZqmPiLF+pDr4e6ddWNJ/PmqWP8+CM0bqxai7ZtCwcOwPbtahj5xInQLOExgSnGbMHGLb9bdFvVjWktp1Eqm3HVFMcfHGfopqEs67QMT2fPePe1t7ePUY7jIj8pCyGEEEJkOA0LNARg7ZW1Zl5JTJH6SFZefN2GqpRxbag075R8h2FVh7G6y2qKZy0OgE6nY2GHhbxX5j3CI8Ppvro7049NN/m6hXlc87kGegh+oWr9XV1TvhXVwbsHGb9vfIoMpS/6elRi9GBDZmwIYbl0OkM7KmPmbMjwcCEsiwQbGVfOnGqexuTJ4OWl2pH9/beat3HxIsyerW4u0T5u31ZzNObMgY8+Un921q6Fn35Sx8uaFX77DVq2BE9PuHIFvvrKfF+fWYaHB4cF03ppa9oVb0eHkh14EfoCgEy2mQgMDcTRxvGtCo4nL5/QZmkbPqv1GZVzVY56j7OdNH0TQgghhBCx61SqEyO3jeTwvcPsu72POvnrmHtJABy6e4j7gfcT3YYKwN7GnsktJr/1vK21LQs7LMTDwYOpx6YyZOMQfIJ8+KruV+h0OlMtPVZXfa4SFhGGV3avFD1PRhQUFsT9wPsQ5khEuLovzc0N3PQq2EiJVlQLTi+g3/p+hEeGky1TtkS1DTaGVrFx/ry62w+kYkMIS5cnj5qLk9CcDb1eKjaEsDTGBhs3b6pHCTbSlyZN4MKFmM+1a6f+vo5L27bq7/wTJ6B6dcMQeoCBA1WVxuXLUKeOeeexmKViY+uNrVx8epHZJ2fjMt4l6uO2/23KzijLhmsb3nrP0nNLefTiEWN3jY3xHiGEEEIIIeKS0yUnvcr1AmD8/vHmXUw0Ky6uAKBd8XbY28Q96C+xrHRW/NHiD76p9w0AX+/+mhFbRhCpjzTZOd4UEh5Crb9qUX1udXyCEmjeLBLthu8NAFx1qsm9Tqd+gdRmbJiyFZVer+d/e/5Hr7W9CI8MB2DJuSUmO75GCzbOnjU8J0NKhbBsxlZsBAVBuPrrQ4INISyEVGyIpMiRA1q1ihlqaAoWhBYtzP/zm1kqNtqVaIf+m9hjIe/h3rE+/3H1j/m4+scpuCohhBBCCJEefVbrM+acmsOm65s4/eg05XOUN+t6IvWRUcFGZ6/EtaEyhk6n49v63+Lh6MHHmz9m8pHJ+Ab7MrftXKPn2iXGmcdneBakflPec3sP75R8x+TnyMiu+6r5Gvnsy3Ae1bJJp4vZikqv1ye7KicsIoxBGwYx99RcAPpV6MecU3PY7b2bB4EPyOWSK1nHj04LNkJC1KOTk+rbLISwXNoA8YQqNrRqDWtryJQpZdckhDCOMcGGXq/aEAEUKJDiSxLCJMw6PFwIIYQQQoiUVtijcFSAMGH/BDOvRs0ueBD4AFd7V5oUapJi5xlWbRgLOyzEWmfNwrML6bi8I8FhwSY/z5F7R6K2d93aZfLjZ3RasJHLtiRguANaGx4eHhnOq/BXyTpHYEggbZa2Ye6puVjprJjRagaz286mRp4a6NFHDbo3FXd3w0UWkPkaQqQFxlZsRG9DlcJdEIUQRjIm2PDxgeDXPyZqQaYQlk6CDSGEEEIIke6Nrj0aUC2gtAvF5rLigqrWaF+ivUnbUMXm/bLvs6brGhxsHFh/dT3NFzc3aesigKMPjkZt7/KWYMPUrvleAyCbtSpz0IKNTHaZ0KGuGiZngPiDwAfUnV+XLTe24GTrxNquaxlYeSAA3Up3A2Dp+aVJPn5ctKoNkPkaQqQFia3YkDZUQlgOrZVQfMGGFlpmzw4ODim/JiFMQYINIYQQQgiR7pX1LEuroq2I1Ecy8cBEs60jUh/JyksrAehcyvRtqGLTulhrtry/BVd7V/be3kv31d1Nevyj9w3BxoWnF3jy8olJj5/RaUGch1UBwHCx0Epnlew5GxeeXKDG3BqcfnSa7Jmys7vnbloXax31emevzljprDh6/2jUrA9TKVrUsC3BhhCWT6vYSCjYeP5cPUqwIYTlMKZi484d9ZgvX8qvRwhTkWBDCCGEEEJkCFrVxoIzC7gfcN8sa7gXcI8HgQ+wtbKlcaHGqXbeuvnrsqvnLmytbNlwbQPbb243yXH9gv246nMVgPxu+QHY7b3bJMcWilax4aLPDcRs2xR9zkZi7fbeTa2/anHH/w7FshTjUN9DVMldJcY+ns6eNCzYEIBl55clZflxkooNIdIWrWLj8WMIDY17P6nYEMLyGBNsaBUbEmyItESCDSGEEEIIkSHUyleLOvnqEBoRyq+HfjXLGrQQoLBH4RRvQ/WmijkrMqjyIABGbRtFpD4y2cc89uAYAIUzF6Z9ifaAzNkwpeCwYO4FqNujHSNyADEvFmoVGwEhAYk67tJzS2m2qBn+If7UyluLg30OUihzoVj37erVVb3HxO2opGJDiLQla1awt1cDhh88iHs/Ldhwd0+VZQkhjKAFGz4+ce+jVWzIfA2RlkiwIYQQQgghMgytamPmiZn4BMXz210K0YKNYlmKpfq5AcbWG4urvSunH51m0dlFyT6e1oaqWp5qNCjQAJA5G6Z0w0+1f3KzdyM8OJPajhZsaAPEjW1Fpdfr+Wn/T7y3+j1CI0LpVKoT2z7YRhanLHG+552S72BjZcOFpxfwfu6dtC8kFtErNmR4uBCWT6czboC4VGwIYXmiV2zo9bHvI62oRFokwYYQQgghhMgwmhdpTvkc5XkZ9pKpR6em+vmv+ai2QkU9iiawZ8rI6pSVMbXHAPDVzq8IDgtO1vGO3D8CQNVcVambvy46dFzxucKDwHhu5xVG0+ZrFM1SlIAANSg8qa2owiPDGbJxCF/s+AKAT6p/wj+d/sHR1jHe92V2zIxXNi8ATj86ndgvIU7SikqItMeYORsyY0MIy6MFGyEh8PJl7PtogaVUbIi0RIINIYQQIgN69gxGjIBDh8y9EiFSl06n44ta6sLuH0f/4EXoi1Q9/1Vf81ZsAAyrNoy8rnm5G3CXzis7J3nYt16vj6rYqJq7KpkdM1MhZwUAtt/czrxT86g5tyalppWi6JSilJ1RluMPjpvs68gItIHdhTMXjvUuaK1iI6FWVC9DX/LOP+8w4/gMdOiY3HwyvzT7BSudcb8OlstRDoAzj84k8iuIW+bMkOV1oYgEG0KkDVKxIUTa5OQEDg5qO645G1KxIdIiCTaEEEKIDCYkBNq3h99/hwED4i5HFiK96lSqE0U8iuAb7MvsE7NT9dzmbkUF4GjryLSW07C1suW/q//hNd2Lfy/9m+jj3PG/w5OXT7CxsokKNLR2VH3W9qHPuj4cuneIS88ucd33OueenKPLyi4EhgSa9OtJz3yCVbu0HM45CHidXcQ2YyO+VlSPXzymwYIGrL+6HgcbB1Z2XsmwasMStY5ynirYOPvkbKLelxCtakOCDSHSBu1O7vgqNiTYEMLy6HTxDxAPDzfMzpGKDZGWSLAhhBBCZCB6vQozDhxQn58/D2dMdwOuEGmCtZU1n9X8DIBfDv1CSHhIqpw3LCKMW363APO1otK0Kd6GY/2PUdazLM+CnvHO8ndYeXFloo6htaEq51kOBxt1G2DDgg0BiNBHkMUxCz81/oldPXexu+du8rvl56bfTYZtTtxF9Yzs+avnALg7uMdbsRFXK6orz65QY24Njj04RhbHLOzssZN3Sr6T6HVowYYpKzYAyqnDRt0FnhzhkeEMWD+AL3d8mfyDCSFipX2vrl0LGzfGfnOMDA8XwjLFF2w8eACRkWBrCzlypO66hEgOCTaEEEKIDGTSJPj7b7CyAi/VMp1FyZ8fLESa06NcD3K55OJ+4H0Wnl2YKue89fwWEfoInGydyOWSK1XOGZ9yOcpxtN9R+lfsD8CgDYN4+vKp0e+P3oZK07xIc76q8xUTGk3g1se3+KzWZ9QvUJ96BeqxsMNCrHRWzD89n+UXlpv2i0mn/F75ATGDjdhmbMTWiurAnQPU/Ksmt57fonDmwhzqe4gaeWskaR1aK6obfjdMWnHz/feweDG8917yjzXz+Exmn5zNj/t/5ODdg8k/oBDiLY0bqzZyd+5Aq1bQsCEcOxZzH6nYEMIyxRdsaG2o8uRRvycKkVbIH1chhBAig1i7Fr5QowWYPBl+/FFtL1kCERHmW5cQ5mBvY8+nNT4FYOKBiUREpvw3QfQ2VDqdLsXPZwx7G3umtpxKmexleBb0jI82fZTgex4EPuDzbZ8z88RMAKrlrhb1mpXOiv81/B+f1/4cF/uY/YXq5K/D6NqjAfjwvw+56x9Pk3YBJFyxEdWK6o2KjZUXV9Lo70b4BvtSNXdVDvY9SNEsSa8SyuqUNSqMO/fkXJKP86Zs2VSoofX9TirfYF++3v111Oc/7vsx3v3v+t/lyx1fMmD9ANZeXktwWHDyFiBEBlG8OFy/DiNHgr097N4NVatCly7qeZDh4UJYKm2uVWzBhgwOF2mVBBtCCCFEBnDmDHTvrloGDBoEQ4ZA8+bg4QEPH8KOHeZeoRCpb0ClAXg4enDN9xqrLq1K8fNZwnyN2NhZ2zGv3TysddYsv7CcVRdj/29x+dll+q3rR8HJBZl4cCIvQl9QOVflRLU2+qbeN1TJVYXnr57TY02PVAmU0rLowUZsMzaiWlFFm7Hx26Hf6LyiMyERIbQr3o5dPXeRPVP2ZK8lpdpRmcK43ePwDfalUOZCWOms2HBtA6cfnX5rv+MPjvPeqvcoOLkgP+7/kdknZ9P+n/Zkm5SNqrOrUnNuTRouaMi6K+tS/4sQIo3w8FAVwFeuQI8eqnf/8uVQsiQMHQpPnqj9JNgQwrIYU7Ehg8NFWiPBhhBCCJHOPXoEbdrAy5fQqJGq1tDpwM5O3WEH0o5KZEzOds4MrToUgPH7x6OPrVm4CWnBhrnna8SmUq5KfFFblXT1X9+fJeeWRP33OHT3EB3+6UCpaaWYe2ouoRGh1M5Xm/Xd1nOk35G3KjPiY2tty+J3FpPJNhO7vXfzy6FfUuTrSS9iq9iIrRWVf4g/EZERDN88nE+2foIePUOqDGFV51U42TqZZC1lPcsCcPaxaQeIJ9fFpxeZdmwaALNaz6KzV2dAfU8DRERGsPbyWurNr0eV2VVYen4pEfoI6heoz9CqQ8nrmpeXYS859uAYh+4dYpf3Lvqv709QWJDZviYh0oL8+WHBAjh1St0sEx4OU6eqnztBZmwIYWniCzakYkOkVRJsCCGEEOnYq1fQoYP6YbVYMVixQg2F03zwgXpcvRpu34bjx+HCBfOsVQhzGFp1KJlsM3H60Wn+PvN3ip7rmu81wPIqNjRj646lcq7K+L3yo/vq7tRfUJ868+pQ86+arLm8Bj162hVvx4E+B9jXex+ti7XGSpf4XyeKZinK5OaTAfhq51ecfHjSxF9J+qEFG5ms3Ql6fZ09toqNpy+f0nllZyYfUf9dJzWZxJQWU7C2sjbZWqIqNh5bTsWGXq/nky2fEKGPoF3xdjQq1Ciq3dmKCyv4357/UWJaCdr/0569t/diY2XD+2Xf58SAE+zquYs/WvzB7eG3OTHgBOu7reffLv9SwL0AT14+Yc7JOWb+6oRIG8qVg02bVPVvpUrqOSsr1WpOCGE5tGDDx+ft16RiQ6RVEmwIIYQQ6ZReD/37w+HD6q659evVwMfoqleHwoVVNUeBAlClCpQure6+EyIjyOKUha/rqd78I7eNxCcolt/2TMRSW1Fp7G3s2d97P983+B5HG0f23t7L/jv7sbWypW+Fvlwacok1XddQM2/NZJ+rT4U+dCjRgbDIMN5b9Z7cHR8HLdiwDfeIei56xYY2Y+PW81usvrQaO2s7lnVcxsiaI00+x0UbIH728Vki9ZEmPXZSbby2kS03tmBrZcvPTX8GVGVJm2Jt0KPn691fc933Ou4O7nxR6wu8P/ZmYYeFVMxZMeoYOp2Oijkr0rpYa9qXaM/ntT4HYNLBSYSEh5jl6xIiLWrYEI4ehTVr1A0zHh4JvkUIkYqkYkOkRxJsCCGEEOnUhAmqxZS1NaxcqSo23qTTwbBhhs9tbNTjiROps0YhLMGI6iOihmd/tu2zFDnHy9CX3Au4B1husAEq3Piy7pdcGnKJfhX6qYvBw72Z03YOJbKWMNl5dDods9vMJpdLLq74XGHk1pEmO3Z68Sr8Fa/CXwGgC3EHwMkpZtWd1ooKVLuqbR9so0vpLimynmJZimFvbc/LsJfc9LuZIudIjNCIUD7Z+gmgvoeLeBSJem1c/XFkss1E4cyFmdpiKndH3GV84/Hkds2d4HF7le9FLpdc3Au4l+JVXEKkN1ZW0K6d+hBCWBaZsSHSIwk2hBBCCDPR62HgQChRAvLkUXe2tWwJu3ap15Jj3ToYM0ZtT52qZmvEZdgwNejx1Svo00c9p921I0RGYGtty5+t/wTgr9N/MenAJD7a+BH159dnzeU1ST7u6UenGfjfQO763+W673UAPBw98HC0/NtY87vnZ3bb2YxvPJ5cLrlS5BxZnLIwv918AGYcn8H6K+tT5DxplTYQXIeOiGBnIGa1BkAe1zwUcC9A4cyFOdjnIHXz102x9dhY2VA6e2nAMgaITzs6jas+V/HM5MmXdb+M8VqFnBXw/dyXa0OvMaTqEJztnI0+roONAyNrqKBtwoEJhEeGm3TdQgghhDnEFWy8fAm+vmpbgg2R1kiwIYQQQpjJtWswcyZcuQL374Ofn+pR3LAhVK2q5mFERCTt2JMmqcfBg1V4kpBs2cDe3lB+LMGGyGhq5q3JgIoDAPhs+2dMOzaNPbf38NXOr5J0vEh9JB/8+wEzT8yk/T/tOffkHGDZ1Rrm0KRwEz6pru6677OuD49ePDLziiyH3ys/QFVlBAaoX9uiz9cAsLO248pHV7jy0RVKZiuZ4muylDkbT18+ZdyecQD80PCHqJZc0dlZ2yW5HdeASgPI6pSVm343mXtybrLWKoQQQliC6MFG9JvotN/7XFze/jlDCEsnwYYQQghhJmdeXxcqXVoN7T52TAURDg7q886dVfuo6dOJGhprrEuX1OOAAYl7nwQbIiOb0HgCtfLWonyO8nxU5SOsddZceHqBW363En2slRdXcv7JeQBOPjzJJ1vUxXsJNt72Y6MfKetZlmdBz6gzrw7Tj03nRegLcy/L7LT5Gu4O7gQEqOdiu+BgZ21n0iHh8Yk+ZyO60IhQjt4/mmrVDeP3j8c/xJ8KOSrQq3wvkx8/k10mvqj1BQAfb/6YQ3cPmfwcQgghRGrKkkU9hocT9XMFSBsqkbZJsCGEEEKYiRZsVK8OlSpB5cowbZr64fLrr1Vrqps3YcgQyJ8fvvsOfIyYa+zjY9ivSJH4932TBBsiI8vsmJn9ffZz6sNTTGk5hdr5agOw4dqGRB0nIjKCb3d/C0DzIs0BeBr0FICiHkVNt+B0wt7GniXvLCGLYxau+15nyMYh5Pk1T4ZvTRU92PBXXaneakWV2rSKjR23drDr1i4AHgY+pPZftak2pxrV5lTj+IPjKb4O7XtybN2xKRbqjKgxgvYl2hMSEUL7f9pz+/ntFDmPEEIIkRocHdWsLojZjkoGh4u0LNHBxrOgZ+z23s3yC8vZeG1j1J1oQgghhIjbn39CoUJwNtpNrlqwUa5czH2zZYNx41TAMWUKFCigfvj85ht1J82wYXArnhvIr1xRj3nzQqZMiVun9gPtvXvJn/MhRFrXulhrAP67+l+i3rf8wnIuPbtEZofMLOu4jDG1x0S9JhUbsfPK7sXNj28yuflkinoUxT/Enz7r+uAb7GvupZlNbMGGuVtE1MpXi1p5a/Ei9AVNFzVl3O5xVJ1TlWMPjgGqOqnanGp8vOljAkICEjha0jx+8ZirPlfRoaN+gfopcg4AK50VCzsspJxnOZ68fELbZW3xCTLi7gIhhBDCQsU2Z0MqNkRaZnSwsf/Ofhr93YjGfzdm8dnFnH50ms3XN/P59s8pMbUEP+77kdCI0JRcqxBCCJEmnT5tCCPmzTM8H1ewocmUCT76SM3iWLoUKlRQLammTFGVGKNGxf6+q1fVY7EkXD/Nk0c9vnwJz58n/v1CpCdasLHLe5fRrZHCI8P5ds+3AIysORI3BzfGNRhHm2Jt8HD0oE6+Oim13DTP1d6VYdWGcWHwBbyyefEs6Bljdox5a78XoS/4aONHjNo6isCQQDOsNHUY24oqNdlY2bC9x3a6le4W9Wf9XsA9imcpzoE+B+hepjuR+kj+OPoHpaaV4t9L/5p8DQfuHgCgdPbSZHbMbPLjR+ds58y6buvInik7Zx+fpfzM8hy4cyBFzymEEEKklNiCDa1iQ4INkRYlGGyERoTSf11/xu0Zxy9Nf+H0wNPMbjubHxv9yB8t/mDDexs4MeAE4ZHhVJldhUtPL6XGuoUQQog0ISQEevaEsDD1+e7d6tHX1/BDZNmy8R/Dxga6doUTJ2DbNmjSBCIj4ZdfVADxJq1io3jxxK/X0dHwA6+0oxIZXfEsxSmcuTChEaFsv7k9wf0vPb1E26VtuepzlSyOWRhadSigLgav7bqWxyMfk9MlZ0ovO82ztbZleqvpAMw6MYsj945EvXY/4D5159Vl2rFp/Hzo53R9odkSKzYAHGwcWPzOYr6r/x1WOiuaFm7Kob6HqJm3JoveWcTW97dSOHNh7gfe553l7/DeqveI1Eea7Pz77+wHiGoVl9LyueVj+wfbKepRlHsB96g3vx4/7f/JpF+TEEIIkRq03/OitzfWfufTbnATIi1JMNiYdnQa+d3zs+2DbZTPUT7WfTLZZeLrel/zV9u/+Hz756ZeoxBCCJFmffedaj+V+fVNpWfOgJ+foVqjYEHjL1TpdNC4MWzdCp6eqlXUuXNv75ecig0w/FArwYbI6HQ6nVHtqJ4FPWPoxqGUmVGGTdc3YWNlw6/NfsXF3iXGsWysbFJ8zelF3fx16VGuB3r0DNowiDWX17Dg9AKqzanGqUenyOaUjbyuebnpd5O68+syevvodFc9rgUbmR0yW8yMDY1Op2NsvbH4fe7H5u6bY1RONCnchHODzvFlnS+xsbJh6fmlrL60Osb79cnodbjvzj4g9YINgDKeZTgx4ATdSncjQh/BFzu+oPWS1jwLepbwm4UQQggLEVvFxsOH6jFXrtRfjxDJlWCwMaLGCL6q+1WcrweFBXE/4D4vQ19SKVcl1nVbZ9IFCiGEEGnVoUMwYYLanjNHBQ16Pezfn3AbqoRo79OOE11yKjZABogLEZ0WbGy4tuGtO7RDI0L59dCvFJ1SlKnHphKhj6Bt8bZcGHyBHuV6mGO56crExhNxs3fj1KNTdPinA73W9uJ+4H1KZC3BkX5HODfoHD3K9SBSH8mEAxOoOrtqupr/5xfsB1hWK6o3udq7otPp3nre0daR7xt+HzVf5pvd3xARGQGokDDrpKz8efzPRJ/vRegLTj08BZDqbd1c7F1Y/M5iZrWehYONA5uub6L8n+WjKkiEEEIISxdfsJFTiopFGmTUjA2/YD/u+r99dWPU1lGU+7Mc3Vd3p9KsSny4/kOTL1AIIYRIix49gk6dVMuo99+Hd96B+vXVa7t3p1ywEREB16+r7aRWbEiwIYRB3fx1cbZz5tGLR1EXMPV6Pf9e+hev6V58uvVTnr96TjnPcuzosYO1XdfKgHAT8XT2ZG7buVTOVZnqearToEADBlYayME+BymYuSBuDm4saL+AVZ1XkdUpK2cen6HSrEr8fPDnqIvoadnzkOeA5bWiSowRNUbg7uDOxacX+efCP9z0u8n7q9/HN9iXOSfnJPp4h+8dJkIfQT63fOR1y5sCK46fTqejf6X+HOl3hOJZinM/8D7159dn/L7x0ppKCCGExXsz2AgJUS2SQYINkTYZFWw42Diw7eY2vt39LVtvbI16fuP1jQyuPJhv6n3DJzU+4b9rcZfoCyGEEBlFaCi8+y48eABeXjBjhnq+Xj31uGePIZAoXz5p59De92awceeO+gHV3h7y50/asSXYEMLAztqOZoWbAVBvfj1q/1WbevPr8c7yd7juex3PTJ7MaTOHEwNO0LBgQzOvNv3pWKojx/of41DfQ+zsuZMZrWe8NTD6nZLvcG7QOVoXa01oRCijto2i4d8N8X7ubZ5Fm0hsMzYspRWVsdwd3BlZYyQA3+7+lndXvIt/iPpiTj06lejh71q4mNrVGm8q61mW4wOO837Z94nQRzBm5xhaLm4pramEEEJYtDeDjUeP1KOtLXh4mGdNIv3T6+H77+Pfp3BhdZNmYhkVbDjaOtKnQh++rf8tLnYujNs9jmlHp/Fnqz95+OIhS84t4ZrPNf7rJsGGEEII8cknqt2Umxv8+y84O6vntWDj1Ck4/7pbSnIrNs6eVVUhGq0NVZEiYG2dtGNLsCFETN/U+4a6+euiQ8eBuwfYd2cf9tb2jKk9hmtDr9G3Yl+srZL4DSdMIodzDtZ1XcfsNrNxtnNm7+29lJ1RlnOPYxlElEZY6vDwxBpWbRhZHLNwzfcaJx+eJItjFnI45yBSH8nhe4cTdSxzzNeIi7OdM3+3/5u5befiaOPIlhtbGLJxiLmXJYQQQsTpzWBDa0OVI4ea5yhEStDpYNIktX3/fuz73LmTtOsXRgUbADtu7qDzis6M3TWWM4/V7aGnHp0ik20m+lfqz6Smk6iQs0LiVyCEEEKkI/PmwbRp6h/vxYuhaFHDa7lzq8AhMhLCwtSdtwUKJO08xYurqowXL+DmTcPzWrCR1DZUIMGGEG8q41mGPb32cGfEHX5t+itf1vmSKx9d4YdGP8QYEC7MS6fT0a9iP84MPEOVXFUIDA3k2z3fmntZSRY92LDUGRvGcLF34fNanwOgQ8eidxbRuFBjgETNpwiLCIsKQsxdsaHR6XT0qdCHbR9sA2DN5TX4v/KPev1+wH12e+820+qEEEKImOKq2JA2VCKlWVtDeLi6PlK5Mowdq1p0h4Wp15MarNkYu2PXVV2Z02YO5XKU49GLR9SfX5+no57ibOfMpuub+GbXNxTxKMIH5T5I2kqEEEKINO7YMRg0SG2PGwetWr29T716hhkYZcsm4x9wG9Xm6uRJ1Y6qSBH1/NWr6jGpg8PBEGzcu6fKRuXuHSGUPK55GFFjhLmXIRJQKHMh5rWbR+kZpfn30r9cfnaZEllLmHtZiZZeKjYAPqr6ETf9blIpVyWaF2nO7ee3WXR2UVQFBkBwWDCXnl0iLCKMCH0EEZERROgjiNRHEhEZwQ2/GwSFBZHZITMls5U041fztlr5auGVzYsLTy/w7+V/6VW+F5H6SJotasaFpxdY02UN7Uq0M/cyhRBCZHBZsqjHNys2JNgQKenVK/Wo08GaNarrxPHj6kbQR4+gevWYXSgSw+hg4+NqHzN8y3B06NCjp2+FvlF3qLUs2pKWRVviE+STtFUIIYQQadyTJ2pAeEgItGsHX34Z+37168PcuWo7qW2oNOXKGYKNjh3Vc6ao2MidW/3QERICT59C9uzJW6cQQqQ2r+xetCvejrVX1jLxwET+aveXuZeUKHq9PirYcLM3VGyktRkbGkdbR2a0nhH1udZK6vC9w4RFhGFjZUPTRU2NquCola8WVjqjGw+kmq6luzJ211iWnV9Gr/K9+O/qf1x4egGAcXvG0bZ4W3Ryp4AQQggz0io2fHzUhWQJNkRKun8fPv8cXr5Un1tbQ9Om6iP6Ptu2wd69STtHgsFGpD4SK50VX9X9iq/qfhXvvlmcskTtL4QQQmQUYWHQubOqcCheHP7+G6zi+KdQm7MBSR8c/ub7ow8QN0XFhp0deHqquyfu3pVgQwiRNn1R+wvWXlnLorOLGFd/HHnd8pp7SUZ7Ff6K0IhQAOwiMkfdxZZWKzbeVDJbSTwcPfAN9uXkw5O8CH3B/jv7sbGyIbdLbqytrLHWWb/16GTrFNXWytJowcb2m9t5+vIpPx/8Oeq1U49OseHaBloXa23GFQohhMjotIqNyEh4/lyCDZGyrl9X7acmTYKqVWO+5u+vAo2tW2HIkLivnyQkwbf9cvAX+q/rT0RkwqPJ/7v6H/Xm10twPyGEECI9GTUK9uwBFxdVWhnfHbV580KZMuof7po1k3dereJDCzZevjTMxUhOxQbInA0hRNpXPU916heoT1hkGL8d/s3cy0kUv1d+AFjprIgIdgZUC0JHR3OuynSsdFbUylsLUHM2JhyYAMCgyoPwHu7NjWE3uDr0KpeGXOL84POcGXiGkx+eZH+f/RYxODw2RTyKUDlXZSL0EYzaNop9d/Zha2XLB2VVq+bv9nyHXq838yqFEEJkZPb26ndWUFUbEmyIlFSvHixbZmibDfDPP9CypbqR8rvvwNlZ/blMqgSDjVG1RpHXLS8VZ1Vk3ZV1sQYct/xu0WdtH3468BP/dPon6asRQggh0piFC2HyZMN2CSPauP/3H+zfD6VKJe/cZcuqx9u31R03166pzz08DGXGSZXYYEOvVx9CCGFJvqj1BQAzT8zk8YvHZl6N8WIODlfti1xd09fMI20A+KyTs9h+czvWOms+rfGpmVeVPF29ugKw4MwCALqX7c7PTX/G0caRYw+OsfXGVnMuTwghhIgxQFyCDZFagoPV482bULcuXLyoZm38+qtx11DiYlShx9f1vmZ5p+WsurSKYlOL0WRhE95f/T7tl7WnzIwyvP/v+9TLX499vfeRyyVX0lcjhBBCpCEnT8KAAWr766/VbA1j5MsHNWok//yZM6tjgaraMEUbKk30AeLG6NlTlTZ7eyf/3EIIYSpNCzelSq4qBIUFMXrHaHMvx2jpaXB4XLTKi6s+6h+vbmW6kd89vzmXlGxdSneJ8fnIGiPJnik7gyoPAuCb3d9EtRhLLbf8btHhnw4sObckVc8rhBDCMkmwIVJTYKC6AfKXX9Tno0fDF19AoUKGffR69ecyIuFmUW8xenh48azFWdB+AeGR4dzxv8OTl0/IZJuJvG55cXdwT/yZhRBCiDTs2TPo0AFevYLWreGbb8yzjnLl4M4dWLzY0JIquW2oIHEVG9evq2oVUI9jxyb//EIIYQo6nY4/WvxBjbk1mHd6Hh9W+pBqeaqZe1kJilmxoZ5Lb8FGpVyVcLBx4FX4KwA+q/mZmVeUfHlc81AnXx323dlHy6It8cruBcDImiOZcXwGR+4fofHfjVnVeRXZMmVL8fVc9blKwwUNuR94n0N3D9HFqwvWVtYpfl4hhBCWSws2Hj9WHyDBhkgZBw5A+/bQpw907Gi4ETM2O3eqKo4yZRJ3jkSP5rCxsqFQ5kJUz1OdMp5lJNQQQgiR4YSHQ5cuKlAoWlRdzE/qsKvk0gaIz54NR4+CrS106pT84yYm2Jg1y7C9cmXyzy2EEKZUPU91epbrCcDQTUOJ1EeaeUUJi61iI775TWmRnbUd1XKrkKl1sdaU8Uzkb7IWanyj8TQt3JSfmxiGh+d0ycmarmtwtXdl3519VJ1TlfNPzqfoOs4/OU/deXW5H3gfgMcvH7Pn9p4UPacQQgjLpwUbly+rIeI6HWTPbt41ifSpQAFVobFnD1SvDiVLqjmjzZtDs2YxPxo3htpJGKNmpsswQgghRNr1+efqjgJnZzUs3N3dfGup9vrGYysr6NVL3QXRunXyj2tssBESAn/9Zfj87Nn478QQQghzmNB4Ai52Lhx7cIx5p+aZezkJygitqAA+r/U5dfPXZWLjieZeisnUyleLLe9voWS2kjGeb1q4KYf7HqZQ5kJ4P/em5tyabLy2MUXWcOrhKerPr8/jl48p51mOTqXUHQ/Lzi9LkfMJIYRIO7Rg49w59Zg9O9gY3c9HCOPlzg2ffAKHD8ORI+o6RUQEDB8ON27ArVuGj3v3iPqZNzEk2BBCCCESYckSNeAKYMGC5A8AT64WLWD1alW2OW+euivCFLRg4/79+HtdrloFPj6QJ4+6ywKkakMIYXlyOOfg2/rfAjBs8zD+Of+PeReUgKhgwz79tqICaFG0BXt67XkrBEivSmYrydF+R6mXvx6BoYG0WdqG3w79hl6vN9k5jtw7QsO/G+IT7EOVXFXY2XNn1IyPVZdWRc34eBb0jA1XN5j03EIIISxflizqUQs2pA2VSA1VqsDateraxX//qe4XpiDBhhBCCGGk06ehXz+1PWYMvPOOWZcDqEqNDh1MMzA8upw51Z074eEq3IjLn3+qx/79oWtXtS3BhhDCEg2tOpSmhZsSFBZE11VdGbl1JOGR4eZeVqy0YCOzY+Z0XbGREWVxysLWD7bSr0I/IvWRfLL1EwasH2CSoeL7bu+jycImPH/1nJp5a7Ltg214OHpQL389PDN54hvsy/ab23kR+oK68+rSemlrVlxcYYKvSgghRFqhVWzI4HBhDg0awNatprshU4INIYQQIpr58+H33+HNGxh9fFSAEBysekJ+9505Vpd6rK0NYcmFC7Hvc/487Nun9u3XD9q1U9unTqnSUiGEsCS21rZseG8Dn9f6HIBfDv3CyK0jzbyq2PkF+wHpe8ZGRmZnbcesNrP4rdlvWOmsmHNqDk0XNuVZ0LMkH3PHzR00X9ycwNBAGhRowJb3t+DmoNIwaytrOnt1BmDp+aUM3jCYS88uAdKeSgghMhot2NBIsCFS2s2bCe+zYAF8/33ijy3BhhBCCPHawYPQuzeMGKFmZ2jCw1U1grc3FCqk2lFZW5trlamndGn1qJUpv2nmTPXYrh3kyqV+SG7YUD23cqUqL/37b5m5IYSwHDZWNkxoPIFZrWcBsPrSajOvKHbPQ54D6X/GRkam0+kYXn0467utx8XOhT2391BtTjUuPr2Y6GNtvLaRVktaERQWRPMizdnw3gac7Zxj7NO1tCqrXHpuKQvPLox6fvP1zbwMfZm8L0YIIUSaIcGGSE2RkVCihOHzoCD1nF6vbhr19VVVHF99pa4pJJYEG0IIIQRqjsSwYYbPP/0UXr1S219+Cdu3g5OTCjwyZzbLElNdmTLq8fz5t197+VKFFgADBxqe76Tmk/L115A/P/TsCR07puw6hRAisbqW7ooOHXcD7vIw8KG5l/OW6MPD0/OMDQEti7bkUN9DFHQvyE2/m9SYW4PN1zcb/f7N1zfTfll7QiJCaFe8HWu6rMHR1vGt/arnqU4+t3xE6NXgrO8bfE9B94IEhwez5cYWk309QgghLJsEGyI1WVmBY7QfS5ydwdZW3Sjq4gIeHtC+PVy+DH36JOH4JlupEEIIkYbNmwcnTqhWH7lywa1bakj48uUwcaJhH+1if0YQX8XGsmUQEACFC0OjRobn27cHOzsIDVU/xIAKRh5a3nVDIUQG5mLvgld2LwCO3j9q5tW8LXqwIa2o0j+v7F4c7X+UOvnqEBASQKslrZhyZEqC79Pr9QzfPJywyDDeLfUuK95dgb2Nfaz7WumseL/M+wA0LdyU0XVG805JNSzMUiuXhBBCmN6bwUaOHOZZh8g4one7cHWFp0/hyRNwd1fPffyxquBIykBxCTaEEEJkeM+fw+jRanvcOEOQ8cMPqjUVwGefQefOZlme2WjBxqVLqh1XdNrQ8A8/NAQYANmzw86dsHgxPH4M5cur5/fsSfHlCiFEolTLXQ2AI/ePmHklb4st2JCKjfQtq1NWtvfYTu/yvYnURzJs8zCO3T8W73t23NrBFZ8ruNi5MLftXGytbePdf2y9sfzT6R9Wd16Nlc4qKthYf3W9SYaXCyGEsHweHjE/l4qNjOH5czhyBPz8Uv/c0eeXWlmpP4NZs6rtiAiYPFm1/B4/PvHHlmBDCCFEhvftt/DsGZQsCUOGwHvvQY0aqv9jUBA0aQI//mjuVaa+ggVV+62QkJjDwI8fVx92dtCr19vvq1VL/TfMmhXq1VPPSbAhhLA0VXNXBSy/YkNaUWUcdtZ2zG07lw4lOgCw6tKqGK9ffnaZF6Evoj6ffmw6AD3K9cDF3iXB4zvYONDZqzOZ7DIBqj1VDuccBIQEsPPWTlN9GUIIISyYra3hTnmQYCMjWLECChSAfv0gTx71uebZM/V7v7d3zPecPw9Vqqg23KNGxQwn9uxR106yZlVdLhKi0xm2ox8HICxMHW/RIpgxI7FfWSKCja03tr5egGEFt/xuERYRRlBYEFVnV0382YUQQggzu3ABpk5V25Mnqx/0dDr44w+1XagQLF2aMYaFv8nKCrxUp5YY7ai0oeGdOkG2bPEfQ4INIYSl0io2jj04RqQ+0syrMdDr9VKxkYHpdDq6eHUBYO2VtVHPH753GK/pXlSeVRnfYF/u+t+Nen1wlcFJOpeVzioqRJF2VEIIkXFEb0clwUb65u8PgwfD3r3qd/pp01RQASrUaN367VAjJATatIFKldQNjRcvwvz56rWnT6FtW+jWDQ4dUp0adu2K+/w5c6o15MunPqKHHAAODrB6NTRtmrSvz+hgo9eaXpx6eIq68+sSFhFGRGQEHZd35N/L/2JvbU9IREjSViCEEEKYiV6v+jlGRECHDqoyQ1O5Mly9CidPQpYs5lujuWntqLQB4v7+sGSJ2o4+NDwudeuqx0uXVB9NIYSwFF7ZvXCydSIgJIArz66YezlRXoa9JDxS9f/L7JBZZmxkQM2LNMfGyobLzy5z1ecqAFOPTiVSH8kVnyu88887TDk6hUh9JA0KNKBUtlJJPpfWjmrlxZX8cvAXdtzcQVBYkEm+DiGEEJZJ+/3W3V1dWBbpV0AA/P47lC2rPq9YEXx81HbXrqrTwps2bVK/9//6q5qp+eOPMHeuem3xYjWTdOxYKFoUvv7a8Fps5s9XraoXLoS//459n127oGNHGDky8V+f0cFGFqcslM5emlwuueiysgtzT82leNbidPbqjLWVNda6DHgrqxBCiDTt339hxw6wt4dffnn79QIF5A5ZbVi6VrGxaJFqz+XlBbVrJ/z+LFkMx9i7N2XWKIQQSWFjZUOlnJUAy5qzoVVr2FjZYB3pRMjr+8cy+r9HGYmbgxv1C9QHYP2V9fgG+7Ly4kpAtZPac3sPkw5OApJeraGpl78e2TNlx++VHyO3jaTxwsaUnFaSs4/PJuu4QgghLJdWsSHVGmlbYGAgAQEBUR8hIW8XHeTNC927q+2wMPjtN3VTJ8Ds2TBs2NvHPXMGqldXbalBhSIXLxpea9DAUHlRtSqcOBH3Gps1U10c6tWD+vXffl2vh+++UzdU9ulj3NcdndHBhqONI7bWtix+ZzF9KvShW+lutCnWhgn7J6iFoE/gCEIIIYTlCA6GTz5R2599pvpKirdFr9jQ6w1DwwcOfLuMNC7SjkoIYakscc5G9DZUgYGGv2hdEh6hINKRtsXaArDu6joWnllISEQI5XOUZ02XNVE3FeZyyUW74u2SdR5ba1t29tjJ/xr8j44lO+KZyZM7/neo/VdtNl/fnOyvQwghhOWRYCN9KFWqFG5ublEf4+OZvn3mDOTIAZs3q7bbEPc1kICAmK/pdKo1t5/f26+5usKDB8avOTgY/vc/GDdO3TCp06mKjXHjoFQSClATPTx86MahVMxZkf+u/kfPNT1xtZeaaCGEEGnPpElw+7a6g+GLL8y9GsulBRvXr6vqlvPn1Z0bH3xg/DEk2BBCWCptzoYlVmxEn6/h7JwxZz1lZG2Lq2Bj/539/HFUXYHoX7E/zYo048/Wf2Jvbc+Xdb7E1to22efyyu7FV3W/YmXnlVwacon6BeoTGBpI6yWtmXEsCZM8hRBCWDQJNtKHixcv4u/vH/UxevToOPctWxa2blXto/r1i/+4Njaqq0V0Dg4qiHjzNe15Y7Vsqao/rl6F5s3VnI5GjeKf0xEfo4KNEw9OEBIRQqQ+Eld7V1ovaU2pbKUYUX0EhTIX4qbfTcIiwrjld4tLTy8lbSVCCCFEKrl9G7SbGX7+2VBiKd6WI4dqJxUZaahw6dYtcS1RtDkb584Z+nkKIYQl0Co2zj4+S3BYsJlXo3g/9wYgp3NOGRyegeV3z085z3JE6iO56XcTRxtHupdRvST6VezHyzEvk92GKjaZHTOz5f0t9Crfiwh9BIM3DubTLZ8SERlh8nMJIYQwjwYN1AXppA5sFpbBxcUFV1fXqA/7N9OIaHQ6NQx8wQI1rPv587iP6+GhhoRHFxgIdnZvv6Y9b6xVq2DpUjWrY+VKdaNpuXLQqRN07mz8cTQJBhsXnlyg9rzaBIcF8/3e7/mi9hfUyVeHjzd/TAH3AnRa3olKsypxxecKFWdVpPLsyolfhRBCCJGKRo2CV69UJcG775p7NZZNpzNUbWhzNowZGh5d9uxQsqTa3rfPdGsTQojkyueWD89MnoRHhnPq0alUP39IeEhUhYbmwpMLAHhl8yIgQD0nwUbGpFVtAHQt3RU3B8MfBGurlCvhsbO246+2f/FDwx8A+PXwr3Rc3pGXoS9T7JxCCCFST6tWqqVQjx7mXolIaXv2qOsfGjs79Tu+VTyJQJUqqpJCc+sWhISoUOPN106dgty5k76+PHnUkPJr12Kf95GQBIONUtlK8fDThzjYOHDh6QXqL6jPo5ePaFCgAb8d/o1fmv6C3+d+lM5eGr/P/Xg5Rn7YEUIIYbl27YIVK9Q/5H/8YfyciIxMG/4N6i6Pykm4h0EbFPbXXxCRiJs+z51TdxQdOJD4cwohREJ0Ol1U1caRe6nfjuq91e+R97e83H5+O+q5i8/UdMZS2UpJxUYGFz3Y6F+xf6qeW6fTMabOGJZ1XIa9tT1rr6yl3vx6PAhMRCNtIYQQFss2+Z0MRRpQrBjMmqU+7t6FMWNUpY5rPJMl6tZVwde8eerzH3+Exo1VW9S2bdXv5tu3q2HkEyeqAeHJ5eEBtWsn/n0JBhs6nQ53B3ccbBz4p9M/TGkxhS3Xt1AqWykaFWzEoXuHEjqEEEIIYRHCww13AQwapPpMioRpFRuQ+GoNzQcfqH6c69ernp6Rkca9b+xY2L0bJk9O2nmFECIhWrBx4uGJVD1vRGQEG69t5EXoC7bd3Bb1fFTFRnavqGAjvl8+RfpVKWclBlcezLCqw6iep7pZ1tCldBd29txJVqesnHh4gmpzqnH28VmzrEUIIYQQiZMzp2r5NHkyeHmpeRh//x3/e2xsYM4c+OgjNY9l7Vr46Sf1Wtas8NtvalaGpydcuQJffZXwOkJDE76WMGUK3Lhh3NcVtVZjd9SjB6B4luLMbz8fr2xe+L3yo2e5ngDokFtehRBCWLb169Xwaw8P+O47c68m7ahQQT26ukLXrkk7Ro0aqpdm164wf776YWnmzPhLYJ88gQ0b1PaZM0k7rxBCJKRizooAnHx4MlXPe9PvJq/CXwFqpmG/iv0ICgvipt9NQLWiuiCtqDI0nU7HtFbTzL0MauatyZF+R2i1pBWXn12m5tya9K/YnyFVh1DEo4i5lyeEEEKIeDRpAhcuxP26Xv/2c23bqpDhxAmoXl3N3dQMHKiqNC5fhjp1wNk54TXY2qr5Hg8eQK5cqpKkZk3VDcLGBg4ehNGjoWpVKFzY+K/NqOHhAP6v/AkMCaTZomaceXSGrE5ZmbB/Atd9rwOG4EMIITISPz+VPIu0QfvHvG1bFW4I41SpAjNmwLp1xv3QEpdOnWDRIhVmzJkD1arF7M/5piVLVJUNqJ6bL6XbpRAiBWjBxuVnl1N1hsCFp4bfMLVqkSvPrqBHTxbHLGTPlF0qNoTFKJS5EAf7HKRRwUa8DHvJ70d+p9iUYnzw7weER4abe3lCCCGEMLEcOdQ8luihhqZgQWjRwvjrAzodZM4Mgwer8MLXF774AvLlg08/hXbt1I2P1aolbo1GBxtOtk7odDraFW/HN/W/IbNjZkZUH8HHmz8mNCI06m4jIYTIKC5cgLx5Zfh0WnJT3QSbqDsAhPohZOBANWw9ubp2hcWLwcUFjh9Xd2l88IG6c+NN8+cbtvV6w/ByIYQwpRzOOcjpnBM9es48Tr3yMK3lFMCZx2cIjQiNCjtKZSuFTqeT4eHComR2zMzWD7ayqfsmWhZtiR49i84u4q9Tf5l7aUIIIYSwQPPmqXkcISHg4ADNm0OfPvD99/D771CyJPz5p3p8773EH9/oYOP0wNM42zkzrsG4qOc+rPwhG95TPSK6eiWxN4UQQqRRP/yg7iDfuBGCg829GmEMLdgoVMi868jounZVFRh9+qjQZNEiVYo6fjy8en2fxOnTqv2UnZ26owOkHZUQIuWYox1V9IqN0IhQLjy5YJivkc0LICrYkIoNYSmsdFY0L9KcDe9t4PdmvwMwdtdYAkMCzbswIYQQQlic48dh+HB1k86zZ/D119C9u7rZdPBg6NJFPV+oEHzySeKPb3SwERs7azvsbeyxs7bjm/rfEB4Zzq5bu5JzSCGESBNu3IB//lHb4eFw6pThNb0eIiLMsy4RPwk2LIenJ8ydC0ePqvkbL1/CmDFqoNm6derODlAlqfXrq20JNoQQKcWcwYadtR2g2lFdfHYRUIPDQYINYdkGVxlMsSzFePLyCRP2TzD3coQQQghhYaZNU3NOjx6FDz9UraiXL1fVGQcPwoAB4OgI06fDf//F36o6NkYHG5H6SPqt6xf1+cG7B7n09FKMfV6GvqTF4haJW4EQQqRBkyZBZKTh8yNHDNu//qqGH3XpAtevp/7aROxCQuDePbUtwYblqFwZDhyAhQvVELGbN1WYMXWqer1XLyhXTm1LsCGESCmpHWyER4Zz+dllANoWbwvA8QfHoyo2SmUrBUiwISybrbUtExtPBODXw79yx/+OmVckhBBCCEvy6afQrx9s2aJm1C5apCo2ChSA1q1hxQrVtaFOHRg7Fu7fT9zxjQ42rHRWLDm3JOrz4ZuH8/n2z9l/Zz9H7x/l6P2jnHx4Egcbh8StQAgh0piHDw13kzdvrh6jBxt//qkely9XfQI//1xVcaSm8HAYMUKV8iX2H4b0yttb/X/IlAmyZTP3akR0Oh28/z5cuQKjR6v2U5GRalhZ06ZQvrza78yZmIGiEEKYihZsXHh6IVVmB97wvUFoRChOtk50LNkRgP139nPTT5UWSisqkVa0Ld6W+gXq8yr8FV/u/NLcyxFCCCGEBfnxR6hbF168UDcAv/++CjT69lXVGYsXq0HkJUtCjx7QqVPijp+oVlQ2VjYAbLuxjTOPzzCxyUSaLGzCp1s/5dOtn/LVrq+w0iWru5UQQli8336D0FA19HjkSPWcFmxcv64+bGxU6BEeDhMnqhK71LRunRrE9Ntvqnfhxx+rvoUZWfQ2VDqdedciYufsrH7wuXQJqPenyAAAratJREFURo2CJUvU91KxYmBvr9pVaf8fhRDClPK65iWLYxbCI8M5/+R8ip9Pa0NVMmtJquSqEvWcHj1ZHLOQPVN2QIINYfl0Oh0/Nf4JgJUXVxISHmLmFQkhhBDCUnTtqubS7t4NO3eCkxP8+6/qpuHmBmvWQMOG6rXbtxN//ARTiP+u/kfXlV256nM1Ktj4cf+PfFjpQ0pkLUEO5xzs672Pfb33sfX9rYlfgRBCpCF+fjBjhtoePRqqVFEXyb294ckTVV4HULs2bNoELV535zt7NnXXOXu2esyWTbVg+uMPNadAu0BiyXx94aOPVIuiS5cS3t9Y2gXxwoVNd0yRMgoVUoFggwbqcxsbKF1abUs7KiFEStDpdKnajipqSHh2LwplLoS7g3vUa17ZvdC9TuC1f7fd3FJ8SUIkWZVcVcjqlJVX4a9SdU6NEEIIISzbO++oVtM1axpuAm7fXrWe8vODffvg8mXVinrQoMQfP8Fgo1DmQjjZOlFldhUi9BHc8L3B4XuH+aL2FwD4BvvyyZZP+GTLJ3yx/YvEr0AIIdKQadNUCV2ZMtCqlbqDsmRJ9dqRI7B5s9rWWlSVKaMeL15MvTXevm0IWA4dgm3bIGdOuHBBpeXh4am3lsSIjFSBTLFi6r/ziRMwfLjpji+Dw9M2rR3V6dPmXIUQIj1L1WDjdcWGVzYVYlTKWSnqtVJZS0Vt+/urR6nYEJZMp9NRO19tQLVUE0IIIYQAqFVLzaF1dVUBx5074OBguEb25Zfg4aECkOBgdR0oMRIMNkplK8Vf7f7i3oh7WOusKexRmBvDbpDLJRcA9tb2VMpZiUo5K1E+R/nEfn1CCJFmBAXB5Mlq+4svDO2MqlVTj3v3qvI5MAQbpV5fm0jNYGPuXDVLomFDVZ3QuLFqTeXoqKpItPZZlmbePBgwAHx81H83W1vYutXw3zS5JNhI22SAuBAipZkr2ABiBBte2dVzer20ohJpR+28r4ONuxJsCCGEEELZsUNdPytaVFUg//svDBumrq85OKjraAsWqH27d4f9ifwxwuiBGC72LlHbWqgB4GznTPey3eletjtdS3dN3NmFECKVnT+vqgEiIhL/3rlz1ZyKQoWgc2fD81qwMWeO+ss5Z04oW1Y9l9rBRng4/PWX2u7f3/B85crw999qe/Jk+Omn1FlPYmhtpzp3VnflDxigPh892jTD1yXYSNsk2BBCpDQt2Dj7+CxhEWFGvy8kPIRhm4ZRenppRm0dxeF7h4nUR8a5f1hEGFeeXQEMIUblXJWjXtfCjlevDFWWEmwIS6dVbBy4cyDeP/9CCCGEyDj694eOHaFtW5gyBfLkgf/+U1Uaq1apfXK9jhnee0/Nh00MG2N2uv38Nld9rgIQFBbE4A2Dmdl6JvY29tzxv0OuX9QK5AcYIYQl8/ODJk3g0SM1sKh3b+PfGxYGP/+stkeNUn0BNVqw8fy5emze3FDNUaKEenz0SM2O8PBI1peQoM2b4f59yJIFOnSI+VqnTmow85gxKjH394cffrCcQdo+PuqxQgVVrTF2LMyfD0ePqoFSb349iaHXS7CR1mlh4Z07qfO9JITIeAplLoSrvSsBIQH0WdeHwpkLk8M5R9RHTueceDp74mDjEPWeh4EP6bi8I4fuHQJUJcbPh34ml0sumhduTouiLWhSqAluDoYhGdd9rxMWGUYm20zkc8sHQKVc0VpRZVN3RWjVGjodZMqU0l+9EMlTMWdFHG0c8Qn24cqzK5TMVtLcSxJCCCGEhbCzU3M0V62ClSvh1i3InVv9fg/qmk1IiGpNnhgJBhv/Xf2PLiu70Lu8ugJ4L+AeG69tZOyusUxsMpG8bnm5MewGer2eF6EvKDi5YKK/OCGESA2ffaYCBlDVFYkJNpYsUX/henpCr14xXytdWgUlQUHqc60NFYCLC+TLp9576ZLqL5iStKHhPXuCvf3br48eDVZWKtgYP16FPdOmqefMTQs2smRRj56eMGIEfP+9CmPatIkZKCXG06dqNopOBwUKmGS5IpW5u6v/d97ecPYs1K9v3vUIIdIfK50VNfPWZPP1zSw6uyjO/dwd3KPCjsvPLvPoxSPcHdz5uu7XHHtwjPVX1/Mg8AF/nf6Lv07/hbXOmpp5a9KiSAtaFG3BNZ9rgAowrHTqH+CC7gUZXXs0dtZ2eDp7AoZgw8XFMv6dFiI+tta2VM9TnV3eu9h/Z78EG0IIIYTgwQMYPFjdrPrRR3Dtmgo2Zs5UMzW0mxafPYNs2dT+iZHgJaIquaqwr/c+KuasyMKzCymWpRgbu2+kwYIGNCvcjJehL/nn/D/o0RMSHpLEL1MIIVLWnj0qzAB1ceDgQRU0lDTid67ISEPrphEjVB/A6GxsoFIl2LdPHbtx45ivlyqlgo2LF1M22HjwADZsUNv9+sW93+efq4vEgwbBn3+qyo0FC1SVhDm9GWyAmgcyYwZcvqyCmLFjk3ZsrVojT57YAx+RNlSsqIKNAwck2BBCpIz57eaz5vIaHr54yKMXj3j04lGM7dCIUJ6/es7zV8+5/OwyoAKKNV3WUDRLUQBehb9i3+19bLy2kU3XN3HF5wr77uxj3519jNk5Blsr9Q+u1oYK1PDlHxv9GGMtMl9DpDW189VWwcbd/fSv1D/hNwghhBAiXfPwgMOH1e/xBQpAixZwRXVk5eFDKFMGzp2DvHnh7t3EHz/BYMPT2TPqrqHwSNXktXKuyvza9Fd6rOlBpVyV2HFrBzp0hOvD0WOCRuhCCGFCr14Z5jV8+KEKANavV7MoJk1K+P1r16oQxM1NhQGxqVZNBRvVqr3dIqdUKdUiKqXnbMybp2aH1K6dcGDz4Ycq3Hj/fVi6VIUbK1aoyhNziS3YcHODP/5QQ6S++079I1i5cuzvj4+0oUofmjaF1ath0yb48ktzr0YIkR55OnvyYeUPY31Nr9fz/NXzqJDj0YtHROgjaFe8XYx5hA42DjQp3IQmhZvwG79xy+8Wm65vYtP1Tey8tZOgMFXiWTln/P+gSbAh0hptzsb+OzJAXAghhBDqxuBevWDXLtU15c1W6MltjW50U4+IyAh0GM7Wv1J/ll1YRp/yfXjX610AAkICWHFhRfJWJIQQJvb993D1qhrq/dNPqnpj/Xo1TPuHH1Svv7jo9apSAGDIkLgvLnz4oaoC+eqrt1/TQoaUDDYiI9Vwc4g5NDw+Xbqor6djR9i4UbXQWr9ehQnmEFuwAdCtmwqXli+HDz6AkyfB0TFxx5ZgI31o0UI9HjokczaEEKlPp9OR2TEzmR0zJ6rNTsHMBRlcZTCDqwyOqua443+HD8p9EO/7JNgQaU31PNWx0llx0+8mDwIfkMsll7mXJIQQQggza9oUFi5MXDt4YxndrdXaypoXY17EeO6/bv9FhRoANlY29K3Q13SrE0KIZDp3ztBGato0ddG+ZUvIkQOePIH//ov//Tt3wrFjKmX++OO49ytSRLXH0S68RldKzQBN0WBjxw41fMnNTQ0JN1aLFrBli7posm8fNGyo5lGktshIdaEa3g42dDrVjipnTtWS6osvEn98CTbSh3z5wMtL/XnZts3cqxFCiMTTqjn6VuyLnXU8d1YgwYZIe1ztXSnnWQ6AA3cOmHk1QgghhDC3CxdUt5ADB9R1mVOnDLPjbt6E0FD1GBmprmklltHBhl6vZ9uNmFcRHG1j3jJrpbNiXINxiV+FEEKkgIgINWsiPBw6dFAfoGZi9OyptrUqh7ho1Rr9+kH27Elbh1axce+e4SKFqWlDw99/P/HtpOrUgd271aCmkyfV50npbWisV6+gShVo0kRVxIBqhRUZqbbfDDZA3Zn/119q+48/YPv2xJ1Tgo30o2VL9bhxo3nXIYQQKU2CDZEWae2odnvvNu9ChBBCCGF2DRtCu3ZqUHi9eqobR4MGkDkz1K0LL1+q53U6qFEj8cc3OtiI0EfQdlnbePf57+p/tF7SOvGrEEKIFDBtGhw9qi4ITJ0a87U+fdTj5s1w/37s7z92TFVC2NioIdZJlTmzqjYANavD1J48gTVr1LaxbajeVKGCqtjIm1cNcqpVS7XvSglr18Lx4yqc8PdXz2ltqJyd424N1ry5YcZJ797w/Lnx59SCjcKFk7RkYUG0qqjNmw1hmBBCpEfav5HmahEpRFI0K9wMgHmn53H7+W0zr0YIIYQQ5vT4sbpx9vZt1V780iV18++uXerm37t31ce9e/DoUeKPb3SwYWNlgw4dM47NYMPVDdz1j3k7r16v5+eDP9OiSCx9WIQQIpXduQNjxqjtiRMh1xstfosVU5UJkZEwf37sx5g+XT2+9x7kz5+89aRkO6oFCyAsTFVBlCuX9OMULw7796v/NnfvqiHkp06Zbp2a6P+9Hz5Uj1qwkdDMhEmToGhR9Y/eRx8Zd76QELU/SMVGelCrFri4qEDv5Elzr0YIIVKOVGyItKhl0ZbUy1+P4PBgPtn6ibmXI4QQQggLEB4O776eZrFtW/yt3hPD6GAD1JyNc0/O8eeJP6k9rzaFJhdizI4x3Au4x6htowiNCGVUrVGmWZkQQiSRXg+DB6uStjp14q5i6Pt6JNBff71953dkpKHVTa9eyV9TSgUbej3MmaO2k1qtEV2+fKpyo0IFNWujfn0VdpjK/fuwdavhcy2Rj2tw+JsyZVJDp6ytYfFilfgnZM8e9d/JxQWyZk3auoXlsLODxo3V9qZNKtT75x/T/jkVQghLIMGGSIt0Oh1TWkzBWmfN6kur2Xpja8JvEkIIIUS6VLEi1Kyp2k09e6a2J02CpUvVtvZRvz4sWZL44xsVbISEhwBq2N30VtNZ3209t4ffZsv7W7j49CIFJxfknwv/sOX9LQkOwRNCiJS2fDls2KAugM6aZRhM9KZOndTF7ps31cXv6E6cUHeEu7ioyoXkSqlgY+9e1TIqUybo2tU0x8yeXZUF1q6tLqo0baouIJvC33/HDJESG2wAVKtmqMYZOBAePIh737AwGD5cbffurfo2irRPm7Mxb54qY+3aVfXp3LvXvOsSQghTkmBDpFVlPMvwUVVVWjts0zBCI0LNvCIhhBBCmMP48YYPDw/1+Ouv0LGjCj2012rWhLFjE3/8BIONl6EvKTqlKLNPzEaHuiJ0+tFpfj/8O/3W92P/nf30rdAX/1f+bLi2IfErEEIIIwUFqbv1X7yIex9fXxg2TG1/+SWUKBH3vpkyqTZT8PYQ8Q2v/zpr2hRsbZO+Zo0WbJh6xoY2NPy991QIYypubrBli5pnEBwMbduqypY5c6B1a2jWLPGD0PV6QxsqbcD5m62ojAk2QP2DV6kS+PmpeSnaEPI3TZ2q/ptnzQrffpu49QrL1by5erx1C27cUHNwwsPVD0fe3mZdmhBCmIwEGyIt+7b+t2TPlJ0rPlf48/if5l6OEEIIIcygWTNVrVG9urpuU6+e+hg4EHbvVgPE69VT194qVEj88RMMNqytrBlXfxzLLy7HP8SfP478QZulbTj58CQfV/uY+5/c58/Wf7L83eUM2zSMs4/PJuHLFEKIhA0ZAj16QM+ece8zcqSqtPDygi++SPiYWjuqlSvVRXKN1oZKuzM8uby8VLXArVuqGsIUfH3VusE0baje5OSkhpJ37aouGvftq86zYYNqJ7V2beKOd+iQqi5xcjIESkmp2AAVNi1cCA4OKoD5M5bflx89MoQZ48erIe4ifciTR/Xn9PSEH39UVTsVK6rS1nbt4g8/hRAirZBgQ6Rl7g7ufFvvWwB+O/wbEZER5l2QEEIIIczGwUENENfUrAk//WToqlG/vuH6VmIkGGw42DjQu0Jvtn2wjRMDTrDvzj5srWxpX6I975R8B3sbewCaF2nO0KpD6fFvD/mhRQhhcidPqiHZAKtXw+bNb+9z/bpqTaPTqUoGOyM641WuDGXKqAHTWj+/x4/h2DG13aKFadafJQt8+KHa7tdPzf9IrkWL1LrLlVNfR0qws1PnGTJEfV65skraAQ4eTNyxtGqNTp3UAHBIerABqgXRhAlqe+RIuHYt5uujR6uLQpUrq6oOkb4sX67+/IweDdmyqRDO0xPOnlUB6Jtzc4QQIq2RYEOkdT3L98TD0QPv596subzG3MsRQgghhBlFv0ZnbQ2tWiX/mIkaHl46e2lWvLuC+e3n8/Tl07de/6zWZ1TIWQGdNDEXQpiQXg+ffqoe3dzUcx99BK9exdxv+3b1WLcu1Khh3LF1OkPVxh9/QGCgITSpWBFy5kz++jUTJ6rh3DdvqjZZyaHXG9pQ9e+fsrMjrK1VS6dXr1TgM3Kkev7QIeOPERQEy5ap7d69Df9dtWDD11c9JibYABg6FBo2VMefPNnw/KtXarg4qOfjmrMi0o+8eeHff9UPS//+C999Z+4VCSFE8kiwIdI6J1snBlYaCKiqDSGEEEIIU7IxZqeKMyviYOMQ4zk9ehacWfDWviERIVjp5AqSEMJ01q9XvfccHGD/ftWj78YNFRR8/bVhv5071WOjRok7fo8eqlXR1avQrRvYq0I0k6TH0bm4qGHmzZurEOXdd6FWraQd6/BhOH8eHB2he3fTrjMu2n8XLTQ6d04FQcbM9li9Wu1bsKAKnnbsUM8ndcaGxsoKBgxQ/++PHDE8f+aMGhyeLZvxIZdI+2rUUG3J+vSBceOgdGlVISSEEGmRBBsiPRhSdQiTDk7iwN0DHLt/jCq5q5h7SUIIIYRIJ4wKNqa0mPJWsAEq3Oi2qhuLOizCxsoGPXpCwkNMvkghRMYVGgqjRqntTz5RFyp//VXNffjxR/jgA3WxPDJShR8ADRok7hyZM8O6dWpgkTY0HEw3XyO6Zs3URde//lKPp0+rcCKx/v1XPXbsCO7uplxhwnLlgvz5VX/Eo0eNC5K0NlQ9e6owIkcO9XlyWlFpqlZVj2fOqNZc9vZqXQBVqqRsNYuwPL17q9Dtt9/Un7ciRaB8eXOvSgghEk+CDZEe5HLJRdfSXVl4diG/Hf6NJR2XmHtJQgghhEgnjCqtqJWvFmU8y1DWsyyVclWK+qicqzKlspUiNCI06vNa+Yy7/Xjt5bUUmlwIm+9sKP9neS49vZTge/Z476HktJJknZiVXw/9atR5hBBp1/PnKly4ehWyZzcMA+/cWYUXISGGodEXLsDTp2owtXahOzGqVlXDqDVZs6qL4inhl19UK6arVw3DrRPr4kX1WLOmyZaVKNp5jZmzcfu2oZpGG/yuBRvPnqnKiuQEGwUKqP9fYWEq3ADDjJSk/FkQad/EiSpEDApSw8SfPIl9v0OH3p7NIoQQliAkRH2ABBsi7RtRfQQAKy6u4K7/XTOvRgghhBDphdE9oxaeWYj99/ZYf2cd42P9lfUsO78sUSe94XuD3mt7M6HxBO5/cp9iWYrRb32/eN/z9OVT2i5rS7fS3TjU9xCLzy1m161diTqvECLt8PZWbZp27IBMmdQAa63lkU4Hw4ap7b//hvBw2PX6r4PatY0bGh6bTp1USyqALl3UbImU4O4OM2eq7Z9/NlQXJMbly+qxRAmTLStRtPZOxszZWLBAzQRp0ECFEKACDJvXNYNPniQv2NDpDAGG9t9SCzZSKpwSls3GRs10KVYM7tyBd95R1V/RHT6s/o6pUQP8/MyzTiGEiItWrQHGtXwUwpJVyFmBevnrER4ZztSjU829HCGEEEKkE0YHGx+U+4AXY14Q+lVojI8DfQ4wvPrwRJ300rNLTGg8gc5enfF09mRQ5UGcengq3vcsPreYXC65GFt3LEWzFOXrul8z99TcRJ1XCJE2HD0K1aqpqoRcudRcjSZNYu7TqpWan/DokRr2rVUENGyYvHN/8YW6g/vXFC4Ka9NGzcaIjFQtqUIS0cXv1Su4dUttmyvY0Co2Dh1SX0NkpAqftIoJTWSkoQ1V796G562swNNTbXt7w8uXajspwQbEDDb8/Q3BjwQbGZe7u2ox5+YGBw7A4MEqYNN884363McHfvjBbMsUQohYacGGs3PK3WghRGrSqjZmnZzFi9AXZl6NEEIIIdIDo4MNO2s7nGydsLayjvFRI28NimYpmqiTti7WmgGVBkR9fsXnSoLHOPP4DA0KNED3ull61dxVOfHwRKLOK4SwfKtWqVkXT56ovvhHjsTeH9/WVs3XAJgzB/bsUduJna8RmyJFkl71kRiTJ6sWWxcuwPffG/++69dVYODqamjplNrKllWzQZ4/VyHC5Mnq/0e7djEvHu/bp0IYFxd113x02tovXFCP1tbqInRSRA82Trz+p6FAARV+iYyreHFYulQFaXPnwtTXN4keOABbtxrmr0yZAjdvqu1r1+Cnn+JuXyWEEKlB5muI9KZ1sdYU8SjC81fPWXB6gbmXI4QQQoh0wOhgI6WERoTyy6FfGFhpYLz7BYQEUNC9YNTnrvauPAh8EOf+ISEhBAQERH0EBgaabM1CCNPT62HSJNUO6tUrVZGxdy/kyRP3e7QKgLVr1QV2V1eoWDFVlmsSWbLA9Olqe/x4OPW6cC0iAoYOhebN326fAzHbUJlrMLatrSFMmDsXRo9W27dvG9pAgaFao3Nn1VIsujeDDQ+PpH89WmXGlSvqgjXIfA2htGihZm4AjBgB27erag2Afv1UNVhoqPozvHo1VKqkKreaN4cXRtxQ6uurgkYhhDAlCTZEemNtZc3H1T4GYPKRyUTq5R9PIYQQQiSP2YONb3Z9QybbTPSrGP+MDRsrG+xt7KM+d7BxICgsKM79x48fj5ubW9RHqVKlTLZmIYRphYXBwIHw2Wfq848+gjVrEu4pXbo0VK5s+LxuXcPchrSiY0cV5kREqJZUoaGqZc7UqbBlS+zzN8w9X0Ojzdn49VfVSksLJVatUo8vXsCKFWo7ehsqTc6c6lELNpLahgrU8PBChdT2X3+pR2lDJTSffAI9eqjvs/bt1eweW1v48ks150ang+XL1fdjYKD6/NQpeO899Z64bN2q/ux99VWqfSlCiAxCgg2RHvUq3wt3B3eu+V5jw9UN5l6OEEIIIdI4swYbO2/tZNqxaSzpuARba9t49/Vw8ODpy6dRnweGBmJnHXevmNGjR+Pv7x/1cfHiRZOtWwhhOv7+qjpj1ix1MXHyZNUWxtiAok8fw3Zy52uYy9Sp6qL+6dNqtsisWYbXbt9+e39LCTa0ORugqi1++01tr16tKnBWrFCzM4oWjbmvRqvYOH9ePSYn2ABDhcbT1/9USLAhNDodzJypvr+0eS59+0L+/KqtWvS/R0aOVNViDg6wfr36PC5//qn+rE+dajiuEEKYggQbIj1ytnOmf8X+APx6OIUH2gkhhBAi3TNbsHHL7xbdVnVjWstplMqWcDVFldxVOHTvUNTnpx6eIrdL7jj3t7e3x9XVNerDJaFbv4UQZjF4MGzbBk5Oqkpj2LDEvb9bN3UBEqBRI5MvL1V4esIff6jt06fVY7586tGSg40aNdTsAlAXePv0AXt7NQPk3DlDG6pevWJvMaUFG48fq0dTBRug1lWpUvKOJ9IXBwf491/1veXmBmPGGF6bNAmGD1fDxidNgtq1YcHr9t+//25oGRfdixewaZPaDgw0VCoJIYQpSLAh0quhVYdirbNmt/duTj86be7lCCGEECINM0uwERwWTOulrWlXvB0dSnbgRegLXoS+QK/XExASQFhE2FvvaVu8LQfuHmD7ze2ERYQx8eBEmhVuZobVCyFM5dEj1f4FYPNmaNs28cdwd1cXIxcsUHdep1Xduqk5FAATJhjuIPf2jrmfXm85wUbWrPD33zB7Nrz7rmod1uz1X8uTJqm73nU61QIoNm8OPjdlsFGyJDg7J+94Iv3JmVNVCF2/DnnzGp7PnFlVHLVpY3iuc2f44Qe1PXSoIcTQ/Pefmgek0VqgCSGEKUiwIdKrvG55edfrXQB+O/ybmVcjhBBCiLTMLMHG1htbufj0IrNPzsZlvEvUx23/25SdUZYN197ut5nVKSu/NfuNlotb4vmzJ1eeXeGrutLUWoi0bN48CA+H6tWhTp2kH6dJk7gvnqcVOh0sWwb378Pnn0OBAur5N4ON+/dVyxtrayhcOLVX+bbu3dUAZk3Hjupx0SL12KRJ3APgtRkbmuQGGxUqqP8uIIPDRdxcXFQoZ4zRo1XFUWSkCjrOnjW8ps2P6dFDff/u2aMCEyGEMAUJNkR6NqL6CACWnlvKw8CHAOy7vY8yM8qw4sIKcy5NCCGEEGmIWcbstivRDv03+lhf8x7uHef7BlYeSLPCzbj87DJ18tfB2U5uxxUirYqMVHf6A3z4oXnXYil0OsiVS23HFWxo1RqFC4Nd3GOGzKZNGzUfJTxcfR7b0HCNqSs2nJygTBnVzkvmawhT0GZzeHvD7t3QujUcOaLCkY0b1T4jRsCTJ6rqbN48Q5WHEEIkh7+/epRgQ6RHVXNXpWbemhy8e5Dpx6YzqMogOq3oxJOXT5h2bFpURYcQQgghRHzMOjw8KQpmLkiLoi0k1BAijdu2Df7f3n1HR1F3YRz/bjqBJPTQIUDoTUBALIA0lWoBERsq1tfesfdesBcEsWADRbAC0lSKFOmh994JoaTP+8fP2U0ggZTdzG7yfM7Jmdmd2dm7cQzJ3Ln3btxoet3bLZjEo3Zts9y82SSBbP7Shio35cp5hrjHxED//rnvGxub/XFhExtgWmBddx1cfXXhjyUCJoH4/ffQoAFs3Wpa5n33nWlDVb8+tGxpBpGDmStjJ/VERApDFRtS3N3b4V4APljwAQPHDmTP0T0ALNixgIzMDCdDExERkQARcIkNESkePvrILK+5xtxpL9nVqGHaKqWmmlkkNn9PbICnNdUtt3gGu+ekdGlz57vNG4mNbt3MrAPN1xBvKl/eVGhUqAALFniqzAYMMFUdffqYbTt2wOTJzsYqIsWDEhtS3PVv1J86Zeuw//h+Zm2dRXR4NJGhkRxNO0rC3gSnwxMREZEAoMSGiPjUzz/DpEnZn9uxwwz8BrWhyk1IiGc2RdZ2VIGQ2BgwwFTj5KUlT9Y5G95IbIj4Sr168OOPpoLDrsoY8F+njPBwuOoqs64h4iLiDXZiIybG2ThEfCU4KJg7293pfvxpv09pX709APO2z3MqLBEREQkgSmyIiM8cOgQXX2zaEaWmep4fOxYyMuDss6FpU6ei83/2nI3Nmz3PBUJiA0zs9iDvU8k6Z0OJDfF355zjSVw0awatWnm22e2oJk6EvXuLPDQRKWZUsSElwU1tbuKKZlcwvOdwLml8Ce2qtwPgn+3/OByZiIiIBAIlNkTEZzZsMHc2Jydnv9BnX6jv2NGZuALFiQPEk5Jg+3az3rChExF5nxIbEmiuvBKWLIE//jBtqGzNm0PbtpCWBl9+6Vx8IlI8KLEhJUHpsNJ8delX3NXhLgBVbIiIiEi+KLEhIj6TtYVS1sSGvV6pUpGGE3BOTGysXm2WlSubnv/FgRIbEohatIDY2JOft6s2Ro4EyyramESkeFFiQ0oiu2Jj2Z5lHE096nA0IiIi4u+U2BARn8naQimnxEblykUbT6A5MbGxcKFZFqf2XfaMjTJlzOwCkUA2aBBERMCKFTB/vtPRiEggU2JDSqLq0dWpHlWdTCuTf3f+63Q4IiIi4ueU2BARn8mtYmPPHrNUxcap1a5tlvb3cfJkszz/fEfC8Qm7YkPVGlIclC0Ll15q1jVEXEQKKi0Njh8360psSEmjORsiIiLed+gQ/PMPHDzodCTepcSGiOTb8uWwf//p91MrqsLJOjw8LQ2mTTOPe/RwLCSvq1fPLGvVcjYOEW+x21F9/TUcVRcNESkAu1oDICrKuThEnKA5GyIiIt41dqy5vjR0KNSoYR6DubZ35plQrhw88ED2dsozZ0LjxlCxIrzxRvbjjRtnbsStVs383eskJTZEJF+WLoVWreC888xg8FPJKbFhWUps5FWNGhAUBCkp8MsvJsNerhy0aeN0ZN5zzjnw+ecwYoTTkYh4R6dOULeuuTD5wgtORyMigchObJQqBaGhzsYiUtRUsSEiIuI9iYlw223w55+wbBm8955JYqSkQJ8+5vrSggWQkACjR5vX7N0LffvCFVfAnDkwZgxMn262LV8OV14Jjz8OkybBE0945sE6QYkNEcmXH36AjAzzQ++LL069b9YZG3b7qSNHzA9QUGLjdEJDTXID4OOPzbJrVwgOdi4mb3O54OqroWFDpyMR8Y6gIHj1VbP+8suwaJGz8YhI4NF8DSnJ2lZriwsXWxK3sOvILqfDERERCWiHD8Pw4dCihXncurXpwPLbbybp8cYbppPGCy/AyJFmnzFjTDXG449DfLxJXtjbPvkEunQx1R/Nm8Ptt5/+2qAvKbEhIvny66+e9WeegdTUnPc7dMj8kLTZVRp2giMyEkqX9kmIxYrdjur3382ye3fHQhGRPLrkErjsMpMEvv5600pORCSvlNiQkiwqPIomlZoAakclIiJSWDVrmgoLMH+XvvkmXHwxLFkCHTqYa3NgEh8JCWZ9yRKTvHC5zON27WDhQs+2rHNfs25zghIbIpJne/bA/PlmvUIF02oqtwG5WdtQgSexoTZU+WMnNuxeh0psiASGd9+F8uVh8WJ45RWnoxGRQJKUZJaaryEl1Tm1zgHgx1U/OhuIiIiIH0tKSuLw4cPurxS7PUoOliyBKlXMTbNvv21upImL82x3uUx3kIMHT94WHQ07dpj1U21zghIbIpJnkyaZ5RlnwJNPmvXnnoPk5JP3tRMbQf/9lFFio2DsxAZA/frZ/wEREf8VGwtvvWXWn33W87OvKFiWGfZ2880wY0bRva+IeMfRo2ZZpoyzcYg45eoWVwPw7YpvOZxy2OFoRERE/FOTJk2IiYlxf7344ou57tuiBUyebFpLDR0KISEQHp59n4gIOHbs5G3283DqbU5QYkNE8sxuQ3XhhXDTTaakbft2+Oijk/e1ExuNG5vlia2oKlf2aajFRu3anvUePZyLQ0Ty78oroW1bM1fo00+L5j1nzIBzz4XOnc1snqFDPRVfIhIYjhwxSyU2pKTqWLMjjSo24ljaMb5Z/o37+TX717D+wHoHIxMREfEfCQkJJCYmur+GDRuW674ulxkU/tlnZnZu+fIn33yXlARhYSdvs5+HU29zghIbIpIn6emeio2LLjIZ2sceM49ffPHkDK09OPzMM83y4EHTz08VG/mTtWJDiQ2RwOJywa23mvWPPoLMTN++39Kl0K0bzJplfrkMDYX1683zIhI47MSGZpFJSeVyuRh6xlAARi4y00oX7FhAiw9a0ObjNuw/tt/J8ERERPxCVFQU0dHR7q/wE0swMJX8DzzgeRwWZv5ObdwY5szxPL9xo7khr3x5cx0v67ZFi6B6dbN+qm1OUGJDRPLkn39McqJcOWjf3jx33XVQty7s3g3vvZd9f7tio3Vrz8ChffuU2Miv+vXNMiTE3IEtIoFl0CCIiYENG2DKFN++1+OPm4Hl3bubn8EXXWSe//57376viHiXWlGJwNUtryYkKIR52+fx5+Y/GTB2ACkZKSSmJPLOvHecDk9ERCQgNGhgKvk//hi2boVHHjE3zV50kZmXYXcWeOEFc5NccDD07WtulvvjD3OD8iuvQM+eZr9LL4VvvoFly8zNOG+/7dnmBCU2RCRP7DZUPXuai+xg7gZ+4gmz/vLLnmGX4Els1K0LFSua9b17PYkNtaLKm1q1zD9A33xjLo6KSGCJjIRrrzXrH3zgu/eZOxcmTjS/iL77LlStCpddZraNG+e79xUR71MrKhGoXLoy/Rr2A+DCMRey6dAmyoSZ/yne/udtjqQecTI8ERGRgFC1qvl78K23oGlT023l88/Ndb1PPoHbbzfX7CZMMNf1wDx+802T/IiNhdWrPR1bWraEu+4yLZerVzd/f952m3OfT4kNEcmT334zS/sOYNuVV5oM8P79nkG54Els1Knjqc7Yu9czY0MVG3l3440mKy4igemWW8zyp59g2zbfvMejj5rlkCHmZzJA794mAb1yJSQk+OZ9RcT71IpKxBja2rSjOpZ2jLDgMKZdM4348vEcTD7Ixws/djg6ERGRwNC9O6xYYSo0xo71XI/r29e0Lv7sM/M3Y5MmntfccotJaIwZY1obx8Z6tj3/vGlBNW4czJ4NpUoV7efJSokNETmtI0fMDy04ec5DSAg8/bRZf+01064qMREOHTLP1a6dPbGhVlQiUtI0bgydOpkZGyNGeP/4U6fCtGmmX6pdRQdQtqz5JRbUjkokkKgVlYjRvW536pStA8DwnsM5s/qZPHj2gwC8Pud1UtJTHIxOREQk8FWpAr16QYUKJ2+Li4MLL8z5d9ImTczfmk4ODgclNkQkD+zqi3LlsmdpbQMHQrNmJqHxxhueweEVK5ofgHYSY88eJTZEpGSyh4iPGGH6lHqLZZk+qfZ71KqVfbtd7aXEhkjgUCsqESM4KJjJV03ml8G/cEtbU/54dYurqRZVjR1JO/hy6ZcORygiIiJOUmJDRE5r40azjIvLeXtQkKdqY/hwWLDArNeubZY5taLSjA0RKUkuvtj83Nu507Sk8paJE2HePNOyZtiwk7f362f6ni5ZAuvWee99fc2yIDXV6ShEnKFWVCIe8RXiuSj+IlwuFwDhIeHcd9Z9ALw862UyMjOcDE9EREQcpMSGiJxW1nkZubn4YjjjDPPHuH33sL2/ndjYuBFSUrI/JyJSEoSFwQ03mPUPP/TOMTMyPEPc7r4754q6ChWgSxezPn68d97X15KSoHNnqFnTJGREShq1ohI5tZva3ET5UuVZe2AtP6z8welwRERExCFKbIjIaZ2uYgPA5YJnnzXru3ebpZ3YsKsz7OG1pUrpLkQRKXluusn8rJwyBdauLfzxvvkGli83szTuvz/3/Xr2NMu5cwv/nr6WnAz9+8Off5oKv4svhgMHnI5KpGipFZXIqZUJK8Md7e4A4MW/X8SyLIcjEhEREScosSEip5WXxAbARRdB+/aexye2olq50izVhkpESqI6dczwNYCPPy7csdLSPIPCH3rIJDdy07q1WS5aVLj39LX0dBg82AxCL1PGzAvZuBGuvNJUp4iUFGpFJXJ6d7S7g8jQSBbtWsTk9ZOdDkdEREQcoMSGiJxWXlpRgbkT+bnnPI9PbEWVnJz9sYhISWMPEf/0U8/PxIIYNQo2bDDtp+6449T7tmpllhs3wqFDBX9Pb9m2DV55Bf75J/vzzz5r2mWFhZnZIRMnmgq/33+Hp55yJFQRR6gVlcjpVYiswE2tbwJM1YaIiIiUPEpsiMhp5bViA6BrVxgwwFxsO+ss89yJiQwlNkSkpLrwQlOJsH8/jBtXsGMcPw7PPGPWH3309Hd1ly/vqaBbvLhg71lY6emwdCncfDPUrWuqTC6+2FOJkZkJI0aY9Y8+MnNBWrb0PPfcczBhgjOxixQ1taISyZv7Ot5HaFAoMzfPZM7WOU6HIyIiIkVMiQ0ROaVDhyAx0ayfrmIDTNXGN9/Azp1QsaJ5TokNEREjONjM2gD44IPc91u5Etavz3nb++/Djh0mQWIf63TsdlT//pv3WAvq2DFTjfHhhyaR0b49REWZRMXHH5s2Wi6X+Xdi+nTzmlmzzOOYGNOOynbllXDXXWb96qth9Wrfxy/iNLWiEsmbGtE1uLrF1QC8NOslh6MRERGRoqbEhoickl2tUbkyREbm7TVBQeaila1CheyPNWNDREqyG26AkBCYPdtUMZzo4EGTDDj7bJMEyOrwYXjxv44bTz0F4eF5e88zzjBLb8/ZSEyEP/6AV181SYgmTUwSo0MH03br449h3jzTdqtMGejd2wwGv/FG8/qvvjLLsWPNsn9/04oqq1dfhfPOg6QkU+WRlOTdzyDiT9LSIDXVrKtiQ+T0Hjz7QVy4mLh6Isv3LHc6HBERESlCSmyIyCnlpw1VbkJCTCsUmyo2RKQkq1LFXKAHU9Vwon/+MRfvd++GtWuzb3vzTdPGqmFDU8GQV75IbOzebapGuneHBx80SYqVK01bqdhYuOACGDYMvv0W1qwxSZCffoJzzzVJEIDvvzcVHnZbrgEDTn6f0FD47juoVs0c/7rrwLK89zlE/Ik9XwOU2BDJi4YVG3JJ40sAeHnWyw5HIyIiIkVJiY0SLD0dFi40FyBEcmMPDi9MYgOyJzOU2BCRku6WW8zyiy9OrkCYN8+znrWiY98+eP11s/7ssyZpnFd2YmPVKjOjwxvmzDEVJFFRJiHx/PPw66+mpdSuXfDbb/DCCzBwIMTHm2o+2znnQM2a5vWPPOJpQ9W9e87vFRtrkiChoWb5yive+Qwi/sZuQxUScnL1kojkbNg5wwD4etnXbDy40eFoREREpKgosVFCJSdDr17Qtq3p1S2SG7tiIy/zNU4lazJDrahEpKTr0gUaNDAXMe12TLZ//vGsL1vmWf/kE5MEOeMMuPTS/L1ftWrm53BGRvZjFoY976JPH1NR8cgjZjh6lSqnf21QkGeWxltvmWVObaiy6tAB3nnHrD/yCEyZUuDQRfyWXbGhag2RvGtTrQ3d63Ynw8rgtdmvOR2OiIiIFBElNkqgtDRz9+Tkyebxhx+qpYPkzhutqEAVGyIiWblcnqqNDz7w/DtsWblXbPz5p1kOGZK9+iGv7+ftAeJ2YqNRo4K93m5HZcupDdWJbrrJzCjJzIRBg2Dz5oK9t4i/sis2lNgQyR+7amPU4lHsPrLb4WhERESkKCixUcJkZMBVV5ke1xER5s7IFSu8P0xUig+1ohIR8Y1rrzX/Fi9Z4qnS2LTJtJyy2YkNy4K5c836WWcV7P28PWdj1SqzbNiwYK9v3tx8wanbUGXlcsG775qK0wMHPNUeIsWFndgoXdrZOEQCTec6nWlTtQ3J6cn8tOYnp8MRERGRIqDERgkzbJhpFxEaCj/8YNo+AHz2maNhiZ+yLO+1osrafkqJDRERKF/eVFACfPqpWdrVGvHxZrllCxw6ZIZvHzxoEiEtWxbs/byZ2LCswic2AK6/3iwHDcr7PIGICFO1Ap7ku0hxoVZUIgXjcrloVaUVALuO7HI2GBERESkSSmyUMLfdZnp6f/ut6YN97bXm+a++Mi2qRLLatw+OHTN3yNaqVbhj2cmMUqV0F6KIiM3+d/i778z8Kzux0aOH5+fusmVmUDeYSoWCDhS2ExvLlkF6ev5e++ef8OSTntft22cSLS6XJwlTEHfeCb//Dm+8kb/XVa1qljt3Fvy9RfyRWlGJFFylSPMHx96jex2ORERERIqCEhslTJ065oLGxRebxz16QGysuUDx22+OhiZ+yK7WqFYNwsMLdyw7sVGpkrkQJiIi0Lkz1KhhqjJ++cXTkqpdO2jRwqwvW+ZpQ9WhQ8Hfq149iIoyCRS72iKv7r4bnnkGxo0zj+35GrVqQWRkwWMKCoKePfN/DCU2pLhSKyqRgqtU2vzBsefYHocjERERkaKgxEYJlPVOz5AQz/DOzz93Jh7xX94aHA7QtGn2pYiImAv79r/Dn37qGezdrp1n/sTSpZ6KjYLO17Dfq21bsz5iRN5fZ1mmFRZ4BpjbiY3CtKEqjKyJDXvwukhxoFZUIgVXubTpfauKDRERkZJBiQ1xt8H46ScziFPE5q3B4WAu0C1ZAl9/XfhjiYgUJ1dfbZa//ALHj5tB2g0aeCo2Zs2C5cvNemEqNsDM2gIzgHvhwry9Zt8+z8VWO7FhV3w0alS4eAqqShWzTE01LbFEigu1ohIpOHcrqmNKbIiIiJQESmwILVqYu+hTU2HaNKejEX/ircHhthYtzAU7ERHxaNrUM/8C4MwzTXWFndhYvhwyM03bp2rVCvde3bvD4MHmeDfdlLdZG/a/BQArVsD+/c5XbEREQLlyZl3tqKQ4USsqkYJzt6I6qlZUIiIiJYESGwJ4WlssWuRsHOJfvNmKSkREcmdXbYBpQwWmaiNr+8jCtKHK6o03oGxZ0/bqvfdOv3/WxAaYChKnExugORtSPKkVlUjB2a2o9h3bh6U+hSIiIsWeEhsCeO4UXbzY0TDEz6xbZ5Z16zobh4hIcXfFFaZKAzyJjZAQaNLEs09h21DZYmPhlVfM+mOPwa5dp97/xMTGtGmwfr1Zd6oVFSixIcWTWlGJFJzdiio9M51DyYecDUZERER8TokNAaBVK7NUxYbYjh71XMzKemFNRES8r0oVePxx6NnTtIuy2e2owHsVGwA33GASKEeOwAsvnHrfE6v3vvoKMjLMhdfCtsYqDCU2pDhSKyqRggsPCSc6PBpQOyoRKZifVv/En5v/dDoMEckjJTYEMBdOXC5zcWD3bqejEX+wciVYFlSuDJUqOR2NiEjx99RT8PvvEBnpec5ObISHZ5/DUVhBQZ6ExkcfwZYtue9rJzbsdll7/5vJ2qCB+d3BKUpsSHGkVlQihaMB4iJSUOsOrKPfN/3o+nlXZm6a6XQ4IpIHSmwIYP54io8362pHJWAGxIIZaisiIs7o1MkkD7p2zT5vwxu6doXzz4fUVHjmmdz3sxMbXbpA9eqe551sQwVKbEjxpFZUIoVjDxDfe1SJDRHJn9/X/Y6FRXpmOpeNvYzNhzY7HZKInIYSG+KmORuSlRIbIiLOa9vW/Lv85Ze+Of7zz5vl6NGwZs3J2zMyYPN/f9PFxcG553q2OTk4HJTYkOJJrahECsceIK5WVCKSX5PXTwYgNCiUfcf20f/b/hxLO+ZwVCJyKkpsiJvmbEhWy5ebpRIbIiLOatECypXzzbE7dIDevU0C48knT96+YwekpZlB5jVqKLEh4mtqRSVSOGpFJSIFkZqRyvRN0wEYO2AslSIrsXjXYu6ffL/DkYnIqSixIW6q2JCsVLEhIlIyPPusWX7zDSxdmn2b3YaqVi0IDs6e2CjuraiOH4fnnvMk+kWKglpRiRSOndhQxYZIyTN/+3xGLx5doNfO3TaXI6lHqBRZiT4N+/DFxV8A8MXSLziedtyLUYqINymxIW52xcaaNZ4/qqRkSkryDJJVYkNEpHhr1QoGDjTrjz+efZud2IiLM8umTaFNGzOXy18SG0eO+Ob3lu+/N9+Pbt1g1y7vH18kJ2pFJVI4disqVWyIlDzX/ngt1024jsW7Fuf7tXYbqu71uhPkCqJ7ve7UiK7BkdQj7m0i4n+U2BC32FhzkcCyYNkyp6MRJyUkmGXVqlC+vLOxiIiI7z3zDAQFwcSJMHeu5/kTExtBQWb7qlUQHl70cWYVFeW5+OuLqo1t28xy924YPNi06xLxNbWiEikcDQ8XKbk2J5rBcGv3r833a+3kRY+6PQAIcgVxWePLABi3cpyXIhQRb1NiQ7Kx21FpzkbJpvkaIiIlS8OGcO21Zv2xxzzPn5jYADNvI8hPfoP0ZTuqvVmuiU2f7mnZJeIrqanmC5TYECkotaISKZmOpR1zD/rednhbvl67/9h+FuxYAJiKDdtlTUxiY+LqiaSkp3gpUhHxJj/5s1T8hd2OSnM2SjbN1xARKXmeeAJCQ2HqVHMhH3JObPgTXyY29u0zy3btzPKZZ2DWLO+/j4jNrtYAtaISKSi1ohIpmfYd2+de33p4a75eO3XjVCwsmlVuRrWoau7nz6p5FtWiqnE45TBTNkzxWqwi4j1KbEg2qtgQUGJDRKQkqlMHbrrJrD/6qGlNWZITG3bFxs03w6BB5vvx7bfefx8Rm53YCA2FsDBnYxEJVHYrqn3H9pFpZTocjYgUlazt5/Kb2DixDZUtyBXEpY0vBWBcgtpRifgjJTYkG7tiY9kySEtzNBRxkN2KqlkzZ+MQEZGi9eijUKoUzJkD48fD9u3m+ZKY2LArNipVggsuMOuaQSa+ZA8OVxsqkYKzW1GlZ6ZzKPmQs8GISJHJVrGRmPfEhmVZnsRGvR4nbbfbUU1YPYHUjNRCRiki3qbEhmRTty5UrgwpKaYVhZQ8hw7Bjh1mvUkTR0MREZEiVrUq3HGHWb/9dlOlEBlpfjfwR0VRsVGxIjRvbtaXLTPfExFfsBMbakMlUnDhIeFEh0cDGiAuUpJkbT+Xn4qNVftWsfXwVsKDwzmv9nknbT+75tlUKVOFQ8mHmLpBF8lE/I0SG5JNUBAMGGDWv/nG2VjEGXYbqho1ICbG2VhERKToPfggREd7kgV16oDL5WhIuSqqio3Gjc3vSPv3w65d3n8vEfC0olLFhkjh2FUbmrMhUnJkTWTuTNpJWkbeWpDY1Rrn1T6PUqGlTtoeHBRM/4b9AZi0flLhAxURr1JiQ04yaJBZjh8PycnOxiJFT/M1RERKtgoV4N57PY/9tQ0V+C6xkZzsuXu+YkXTnis+3jxWOyrxFbWiEvEOe4D4nqN7HI5ERIpK1lZUFhY7j+Ttl8PJG3JvQ2U7o6oZRrtm/5pCRCgivqDEhpykY0dzt/7hwzBJCekSxx4cr8SGiEjJdc89JsEBJTOxYVdrhIR4qheztqMS8QW1ohLxDnuAuFpRiZQcJ1Zo5WXORkp6CjM2zQBOndiIL2/ubll7YG3BAxQRn1BiQ04SFASXX27W1Y6qZElJgbFjzXrXrs7GIiIizomOhjfegHLl4OKLnY4md3Zi48AB82+Yt2Sdr2G34VJiQ3xNrahEvEOtqERKnqwVG5C3ORuzt87mWNoxYkvH0rxy81z3a1ChAQAbD27Mc4srESkaSmxIjux2VBMnev7IkuLvxx9N//Dq1aFnT6ejERERJ11zjfk34fzznY4kd+XLQ1iYWffm7Ius8zVsSmyIr6kVlYh3qBWVSMljJzJLhZg5GXmp2LDna/So1wPXKQbKVYuqRmRoJBlWBhsPbfRCtCLiLUpsSI7atIF69eDYMfj5Z6ejkaLyySdmef31EBzsbCwiIuI8fx0abnO5oEoVs+7NdlR2xUZOiY0VKyA93XvvJWJTKyoR71DFhkjJY7eeaxHbAshbxUZe5msAuFwuTzuq/WpHJeJPlNiQHLlcnqoNtaMqGTZuhD/+MP/tr7/e6WhERETyxhdzNuyKjYoVPc/VrQuRkabl1bp13nsvEZtaUYl4h2ZsiJQ8diuqM6qYQd/bDm8D4HjacW7+6WYmrp6Ybf+9R/fy785/AehWt9tpjx9fwSQ2NEBcxL8osSG5shMbv/4KiYnOxiK+N2qUWXbrBnXqOBqKiIhInjUwbY+ZMcN7x8ypYiMoCJo2NetqRyW+oFZUIt6hVlQiJUtGZgYHjh8A4IyqJrFhV2x8u+JbPv73Y+787c5sr/ljwx8AtIxtSZUyVU77HhogLuKflNiQXDVrZv6AT001sxek+EpPh08/NetDhzobi4iISH4MHGiW33zjvRZROVVsgOZsiG+pFZWId6gVlUjJcuD4ASwsAFpVaQV4ZmxM3zQdgM2Jm7PN3chrGyqbPUBcFRsi/kWJDTml4tyOato0OPvs4vnZ8sOy4LXXYPt2qFAB+vVzOiIREZG869nT/Pu1Z4/5t90bcqrYAGhh2jYrsSE+oVZUIt5ht6Lad2wfmVamw9GIiK/ZScxyEeWIKxsHwO6ju0lJT2HGphnu/WZtnQWAZVnZBofnhSo2RPyTEhtySpdfbpZTpnjuXiwORo82F0Jmz4abb4b9+52OyBnp6XD77TBsmHl8330QHu5sTCIiIvkRGuqp2hgzxjvHtBMbqtiQoqRWVCLeYVdspGemcyj5kLPBiIjP2fN0KpWuRMXIikSERADw95a/2ZK4xb3f31v+BiBhbwI7knYQERLBObXOydN72BUbWxK3cDztuDfDF5FCUGJDTik+Hlq3howM+P57p6PxjqefhuuuMxf1IyLg8GF46SWnoyp6iYnQuze8/74ZGP7qq/Dww05HJSIikn9XXmmWP/wAx44V/nj2zRwnVmzYiY0NGzx314t4i31OqRWVSOGEh4QTHR4NwO4jux2ORkR8zR4cXjGyIi6XixrRNQD4fOnnAIQGhQKexIZdrdGpdid3EuR0KkZWJCY8BoD1B9cD8N2K73hg8gNMWDVBSVQRhyixIadVnNpRrV8PTz1l1h991JOseecd2Lo115cVO5s2mTZckyZBqVLm+3D//SbBISIiEmg6doQ6dcwd7z/9VPjj5VaxUakSxMaaNo7Llxf+fUSyUsWGiPfYbWMW71rsbCAi4nN2Kyq7WqtmdE0Avk8wF3yGtBoCwNLdSzmUfIhJ6ycBeW9DBeByubLN2dh9ZDdX/nAlr815jf7f9qfCKxU4c8SZPDTlISatm8TRVN0BI/5jwgSoWxdCQqBVK1i50jz/6admvnLZsnDFFdk79SxfDmeeCeXKwQMPmL9/bDNnQuPG5m+lN94oyk9yMiU25LTs9g4zZ8KOHc7GUljbt5tlgwbw3HNw4YXQqROkpJhKjpLgn3+gfXtYsQKqVoW//oKLL3Y6KhERkYJzuWDwYLNe2HZUmZmeFpUnVmwAdOhglpMmFe59RE6kxIaI99jtZeye+iJSfLlbUf2X2LArNo6mmeTCoGaDqF++PhYW0zdOZ+bmmUD+EhsA8RX+m7Oxfy2fLfmM9Mx0akTXoGGFhmRamSzYsYBXZr/CBWMuoOzLZTln1Dk8PeNpEpMTvfI5RQpi/XrTteall8w10QYNYOhQ+OMPuPNOePNNWLrUdLOxrw2mpECfPtCmDSxYAAkJpqU/mBvA+vY1iZA5c8zfXtOnO/bxlNiQ06td29wJaVkwdqzT0RTO4cNmGWMqCHG54MUXzfqnn8KqVc7EVVS++w46dzYDVlu2hHnzzA8qERGRQGe3o/rtt8LNzjp40CQ3wAwlP5H9C/8PPxT8PURyolZUIt5jJzbs1jMiUnxlbUUFnooNgLDgMM6qcZb7Z8JLs14iOT2ZqmWq0rRS03y9T4PynoqNT/79BICnOz/NqttXse2ebXxx8Rdc3+p6asfUJj0znVlbZ/HUzKd4fc7rhf6MIgW1cqVJagwcaCrPb70VFi2Czz+HIUOge3eoVcu0p//7bzhwwPw9lZhoqjHq1YMXXoCRI83xxoyBatXg8cfN+IInnvBsc4ISG5Indjuqb791No7CshMb0dGe5846C/r1MxcxHnvMmbh8zbLMD6LLL4fkZOjVy1Rq1KjhdGQiIiLe0aQJtGhhZmj9/HPBj2OXYMfEQFjYydv79IHgYFiyxNwBJeItqtgQ8Z6za54NmNYzultapHhzt6Iq/V8rqhhPYqNDjQ6UCi3FOTVNYmPe9nmAqdZw5bMXt12x8f3K71l7YC1lwsowsKlpcVI9ujpXtbiKkf1GsunuTWy4cwP3dLgHgCkbphTi04nkLikpicOHD7u/UlJSTtqnd2+46SbP49WrTUJi3z6T0LAFB3uWS5aYKvXISPNcixamagPMti5dPK3s27WDhQt98OHySIkNyZMBAyAoyJQZbdrkdDQFl/jf77R2xYbt+efN5/v+e1PFUJykppqys0cfNY/vvtv014uKcjQsERERr7OrKX78seDHyG2+hq18efPLPMD48QV/H5ETKbEh4j1Vo6pSr1w9LCzmbJvjdDgi4kOnqtjoUsf80nZu7XOzvaZnvZ75fh97xkZiirmwNLjZYMqE5fyPdly5OO5sfycA87fPJyklKd/vJ3I6TZo0ISYmxv31ot2SJhepqfD663DLLdC6tbkZzK5UHz3azNSIiTE3hcfFeV7ncpmEx8GDJ2+LjnZ2bIESG5InVaqYFkZg2hkFqpwqNgCaNoVrrjHrDz+cfShOINu/H3r0gM8+Mz+E3nvP9M+zM7EiIiLFSf/+ZjlpEhw7VrBj2BUbOc3XsF1yiVmqHZV4S2oqpKWZdbWiEvGOs2uZqo1ZWzRnQ6Q4O2l4eMzJiY348vHu7QDd6nbL9/vEl4/P9nho66Gn3L9O2TrUKVuHDCtDbfHEJxISEkhMTHR/DRs27JT7P/mk+T1z6FC4/36T1Gjd2nSyeekluOMOs19ICISHZ39tRIT5++rEbfbzTlFiQ/LMbkf1zTe+e48//zTzH3wlt8QGwFNPmZYT06ebITqBbu1a88Np5kxTnfHzz3DbbU5HJSIi4jstW5rZYMePw5QCVv2frmIDTALF5TKVrE7eoVQQO3eadl3iX+y5MEFBqtgQ8Ra79czfW3VBUaQ4cw8P/68VVVzZOKLDo6kYWZH2NdoD4HK53HM2Wldt7d43P2IiYqhcujIALWJb0LZa29O+xk6sTN/k4HRlKbaioqKIjo52f4WfmI3IYto0c7PzV19BaCiULWta1I8bZ/6GatQIBg82+5Yv7/mbyJaUZK6ZnrjNft4pSmxInl1yicnMLVpkerJlZprypVatzHCZwhoxAjp1ghtvLPyxcmO3osopsVG7tufC/7BhnnKsQDRzpumHt3at6Zk3ezZccIHTUYmIiPiWy+Wp2shrm6jkZHOx//hx8zgvFRtVq5qbB6Bwba+K2vDhUL26+f1N/MvatWZZu7b5Y1NECs++iPnPtn9IzUh1OBoR8QXLsk5qRRUVHsWcG+Yw54Y5RIREuPe9vOnlAFzT4poCv1+zys0AGHrG0DzN6FBiQ/zBxo1wxRUmsdGkSfZt1aqZKvQXX/R0dznzTHMDV9bXp6SYpMaJ2xYtMn9fOEWJDcmzChVMWyMwQ8Sfego++sgMjilse6o9e+DBB8366tWFO9ap2BUbJ87YsD3yiKluWLjQZC0D0WefQffuJtnUrh388w80a+Z0VCIiIkXDnrPx00+mMuHwYXjmGdNysk8fOOcc04KyWjUoVcp8VasGdeqYvrF5qdiAwGtH9cYbcM89pt1mcahMLW7WrTPL+PhT7yciedeoYiMqlKrA8fTjLNq5yOlwRMQHjqQeISXDDEzO2mqqSaUm1C9fP9u+lze7nN3373bPviiIty94m7cueItbz7w1T/t3iTOJjX93/kticmKB31ekoI4fNwPE+/UzfycdOWK+7Bb877xjqjXsm8MAzjvP/A316afm8QsvQLduJvHRty/MmmX+nkhLg1degZ75H1njNUpsSL7Y7ajefBOefdbz/IQJhTvu/ffDoUNm/cRyJ286VSsqMHdn3n+/WX/sMU+v40CQmWliHjLExD1gAMyYYeajiIiIlBRnn21uxjhwwLTPPPdc00/2iy9MW8ZZsyAhwVRpJCd7XrdnjynNzkvFBngSKDNmeNoI+avXX4f77vM83rzZ8zuR+Ae7YqN+/VPvJyJ553K5PHM2tmrOhkhxZM/XKBVSitJhpx9SVbl05TxVWuSmaeWm3Nn+TkKCQvK0f43oGtQvX59MK5M/N/9Z4PcVKajJk83fPiNGmBu57a/Nm81NXa+8Yv5WyCokBD75BG6/3dzsNWECvPyy2VaxorkmfNFFEBtrbk5/7LGi/1w2JTYkX/r1M0Ni7CTEZZeZ5bRppq+aLT+9m6dNMxcbbAcP+q7386laUdnuucdczFi71pOd9HfHj5uk0/PPm8ePPGIu5pQq5WxcIiIiRS0kxFRmAFx9NSxdan7pfvFF+PhjGDvW3GG0cCFs2GB+73jjDbP/p5/mvWKjbl3TjjMjw1SH+KvXXvPctPHEE55S8eXLnYtJTmYnNlSxIeJdZ9c0iQ0N7hUpnk5sQ+WP1I5KnNSvn6nOOPGrTh0oV87coHXmmSe/rm9fWL/edIVZuTJ7C6tbbjEJjTFjPH9rOUWJDcmX6GhzcoO5aPDNN+YPsNRUmDTJPJ+QADVqmOxd1mRHVpZl+rA984y56ABw882ebQcP+ib+07WiApO5tLONTz8Nx475JhZv2b0bunQxF2pCQ81FmeefN8MnRURESqKspdSNG8PcufDww2aO12WXQdeu0Lo1xMWZwXlXXWX+DV240LRwhNNXbICnHdX333v7E3jHq6/CAw+Y9SefNL/XNG9uHi9d6lxccjIlNkR8w56z8ceGP5TcECmGThwc7o+U2JBAVaUK9OplquFPFBcHF14IZcoUfVxZ6dKn5Ns778CoUSapYfdXA5g40SwfeshcbP/tNzOw2k4mJCeb5267zQy0bt3a/JG9Y4cZlPjyyyZbCJ42EN52ulZUtptvNtnLHTvM5/VXy5dD+/bmIky5cjBlimlFJSIiUpL17Gl6w/brZ1pP1alz6v0rVfJUedg3V5yuYgM8iY3Jk3O/mcMpr7zimV/25JNmNhpAixZmuWyZI2FJDixLMzZEfOXMamfStlpbklKT6PJZF96d9y6W3VhcRAJeIFRsdK7TGYAlu5Zw4PgBZ4MRKWaU2JB8i42F666DyEjz2E5s/PKL6TP9888m4RETA7Nnm7siL77YXCC46CL44APYts28vn9/GDnSVG/ExHguIjid2AgPN9UkAC+9ZCpS/M2kSdCxo+mLFx9v7kbt1MnpqERERJwXEQEzZ8KPP3pumjid66/P/jgvFRtNmkCDBub3hF9/zXeYPvPyy+ZGEzAJDTupAZ6KDSU2/MfOnaZCODj49Ek4Ecmf0OBQpl87ncubXk56Zjp3/HYHz//1vNNhiYiX2DM2sg4O9zdVo6rSqGIjLCzN2RDxMiU2pNA6dvQM6bziCvPcDTeY2Rnly8OCBebCwtGjpq/zLbeYJMj+/TB+vLmQYF90sBMbvhognpcZG7bBgz3zRHbs8E08BfXBB6YcLCnJ3JE6Z465sCIiIiIF07MnVK3qeZyXig2Xy1O18cMPvokrv156ybTdAtN66skns2/PmtjQTcv+wW5DVbs2hIU5G4tIcVQmrAxfX/o1T3YyPxDHLBvjcEQi4i3uVlR+nNgA6FTb3IWqxIaId4U4HYAEvpAQc5H9889h1y5zl+STT0K1aqaC45lnoFkz0+LhjDPMRYDc+LJiIyXFfMGpZ2zYgoOhcmXYutW01vKHO+gyMswA0OHDzeNrr4WPPjIJGBERESm4kBAz9+uVV8y8jbzcBAEmsfHSS+amjeRk83uQE1asMIPCR482j595Bh5//OT9GjUyv+McOgTbt5u5aOIszdcQ8T2Xy8WQVkN4eubTbDi4gYzMDIKDgp0OS0QKIdPKJGFfAuDfrajAJDY+WvhRromNtfvX8tAfD7HzyE7SM9NJz0wnLSPNLDPT3I/rla/HrW1v5bImlxEWrLshRJTYEK/o188kNgDuusskNcDcFTh2bN6PY7d98EViI2vv66iovL0mNtYkNnbt8n48+XXkiKmI+fln8/j552HYsFMnikRERCTvbrjBzNZq1izv/762bWuSA9u2mVlX9qyOorJli4n7jz88zz37LDz2WM77h4dDw4aQkGAGiCux4TwlNkSKRs3omoQFh5GakcqWxC3ElYtzOiQRKaDth7dzzY/XMG3jNADaVW/ncESndm7tcwFYtGsRh1MOEx3uuYNm++HtdPuiG1sSt5z2ODuP7OTvLX9z3+T7+Kj3R/Rt2NdnMYsEAkdbUe07to+4t+LYdGhTnvZ/duazxL4WS5kXytD3677uIUHivB49TBKgShVPT+eC8GXFht2GqnRpc6diXlSpYpa7d3s/nvzYtg3OPdckNSIi4Ntv4ZFHlNQQERHxpgYNYPly+O23vL/G6XZU775rkhpBQSaOv/7KPalh0wBx/6LEhkjRCA4Kpn75+gCs2b/G4WhEpKAmrJpAiw9bMG3jNEqHlmZk35F0q9vN6bBOqUZ0DeqWq0umlcnsrbPdzx84foCeX/ZkS+IWGlRowA8Df+DnK35m0lWTmHrNVP4c8iezr5/N/Bvns+DGBTzb5VmqlqnKriO7GDpxKJlWpoOfSsR5jlVs7Du2j95f9c5zUuPPzX/y7Ypv+XPInwQHBXPX73dx76R7+fziz30bqORJmTLmQoDLlfchnTnxZWLDHhyelzZUtthYs3QysbFwobn7c+dO0xprwgTo0MG5eERERIqzunXz/5pLLoG334aJEyEtzbSyKipLlpjl22/D//6Xt9c0bw7ffKPEhr9Yt84sldgQ8b348vEk7E1g7YG19KSn0+GISD4cSzvG/ZPv54MFHwDQpmobvrr0KxpUCIyBo+fVPo8NBzcwc9NMLqh/AakZqfT5ug8r9q6gWlQ1Jl81mdpla5/yGG2qteH+jvdT8ZWK7D22l6W7l9KqSqui+QAifsixio1B4wYxuPngPO8/b/s8Loq/iIYVG1K/fH0GNxvMugPrfBih5FfFimaIeGGPAb4ZHm4nNvLaMxucT2z8+KMZDr5zJzRtCv/8o6SGiIiIvznnHNNO88AB+LOIZ0LayYk2bfL+mqwDxMVZmZmexEb9+s7GIlISxJc3GcS1+9c6HImI5MfS3Us5c8SZ7qTGAx0fYPYNswMmqQFZBohvMb8sfrroU2ZvnU3ZiLJMumrSaZMatoiQCDrVMcf6Y8Mfp9lbpHhzLLExos8I7mx/Z573b1qpKeNXjWfDwQ3sObqHkYtG0r1udx9GKE4oilZUgZDYsCx4/XVzB+ixY6bV16xZ/jHAXERERLILDjbzxiD3dlSJiTBzJkydCpMmwebNhX/fvXvNzQ9g5oLklZ3YWLnSVJiIc3bsgOPHzTmk3/NEfM++CLr2gBIbIoHAsize/udt2o1oR8LeBKqUqcKUq6fwSvdXAm549nm1zwNg/vb5JCYn8sLfLwDwdOenaVY5H7/Igft66JQNU7wbpEiAcSyxkd9BXRfGX0i9cvWo93Y9Yl+L5UjqER4+5+Fc909JSeHw4cPur6Ssk6PFb/lyeHigVGykpcHNN8P995sEx623wi+/5K+FloiIiBQte87G+PHmLnzbsWPw4otQuzZ07gzdusEFF5g5F1u35u89kpMhPd3z2K64qFfPtAXNq9q1ISrK/M6xenX+YhDvsudrxMUVbQszkZIqvoKp2NCMDZHAMGTCEO76/S5SMlLo3aA3S29Z6vfzNHITVzaO6lHVSctM43+//o8tiVuILR3Lja1vzPex7MTGn5v/JDk92duhigQMR4eH58e4hHFsSdxCwm0J7Ll/D00rN+Wq8Vfluv+LL75ITEyM+6tJkyZFGK0UVEmfsXHoEFx4IYwYYeaVvPkmvPcehDg2DUdERETy4vzzzc0TO3ea1pEA06aZ9kKPPGIqNqpXN5UVlSqZ30vuvjvvxz9wABo2hLZtPYkTO7FhV2DklculdlT+QoPDRYqW3Ypq06FNpGWoZE3En+0/tp/Pl5i5uu9e+C4TB02kUulKDkdVcC6Xy121MWbZGMC01CoVWirfx2pSqQnVoqqRnJ7MrC2zvBqnSCAJmMTGmGVjuLXtrTSu1JhKpSsxvOdwflj5A4eSD+W4/7Bhw0hMTHR/JSQkFG3AUiB2YuPIEXNXojf5e8VGRoa5KDJ1KpQubYaE3323ufggIiIi/i08HHr3Nus//ADbt8OAASbRERcHX34JW7aYRMIff5jWQz/8AD//nLfjv/WWef2SJbB4sXlu6VKzbNEi//HarynqmSCSnQaHixStalHViAyNJMPKYOOhjU6HIyKnsO3wNgAqRVbif+3+h6sYXByx52wAVIysyC1tbynQcVwul7tyRe2opCQLmMRGppXJnqN73I93HdkFQEZmRo77h4eHEx0d7f6KiooqkjilcGJiPNUJ3q7aKMyMjcRE7ydaTrRqFSxaBKVKwV9/QZ8+vn0/ERER8S67HdX338PVV5sqi9atISEBrrwSgv77zbtFC7j3XrN+++1w9Oipj5uYaBIbtkmTzLIwiY3LLjPLzz6DPXtOva/4jl2xocHhIkXD5XJpgLhIgNietB2A6tHVHY7Ee+yKDYD7z7qf0mGlC3ysbnEmsaEB4lKS+V1i43DK4RxLQs+tdS4f//sxHy74kM8Wf8ag7wfRsWZHKkRWcCBK8RWXy3ftqArSiqpcOU+/Y1//0b/xvxuGGjWCM87w7XuJiIiI911wAUREmH/Tp083FZhff22eO9GTT0KtWmaI+IABMHYsHDyY83HffdckN+wbFSdNMpWey5ebxwVJbJx/vmlrdfx49qSJFK31681SiQ2RoqM5GyKBwa7YqB5VfBIbjSo2omPNjjSq2IjbzrytUMeyKzb+3fkv+4/t90Z4IgHH7xIbLT5owS9rfznp+Tva3cGgpoN49s9nuennm4gJj+HLi790IELxNV8nNvJTseFyQeXKZt3X7ag2bDDLunV9+z4iIiLiG6VLm+SG7d13oUGD3Pd97z2z/ttvMHCg+R3orLPg6adh7lyTvEhKgjfeMPs9/bRZzp5t2lElJ5tKz4L87uBymdkfYOKwf0+SonXokFnav/+KiO+5KzYOqGJDxJ9tP2wqNmpE13A4Eu9xuVzMun4WK25bQVR44TrLVI2qSrPKzbCwmLpxqpciFAksjic2rCct6pSt43686e5N9G/U/6T9wkPCeevCt9h+73ZSHkthxpAZxJWLK7pApcj4KrFRkFZUAFWqmOWuXd6N50RKbIiIiAS+G24wy2uugWuvPfW+vXubJMU990CTJmYo+Ny58NRTJsFRqRJ06WJaWsXHm0RE3bqQlgZvv22O0ayZmddREP36QePG5nekDz4o2DGkcI4dM8vSBe9EISL51KCCyTgrsSHi39ytqIpRxYYtyOWdy7Hd63YHYMamGV45nkigcTyxIXIif6rYgKIbIK7EhoiISODr3dsMDh892tM66lTOOstUZKxYYYaDjxhh5l/ExJjWVAsXmv0eecQkMHr0MI+/+sosC9KGyhYUBA89ZNbffNO0pZKiZc9XUWJDpOhoxoZIYHC3oipGMza8rVHFRoDneyVS0oQ4HYDIiezExt693j1uQWZsQNElNuwZG3EqRBIREQlo1aoV7HU1a8LQoeYrPR3mzTPzNIKD4aqrzD49e8KHH5rtAM2bFy7WwYPhiSdMUmX4cBg2zLNt3z4z+HzvXvO1b9/Jy9Kl4ZtvoLquOeRbRoZpJwYQGelsLCIliT1jY0viFpLTk4kIyWEQkog4zq7YKE6tqLytUmQlAPYe8/IFNJEAocSG+J1K5udyiarYsCxVbIiIiIhHSAh07Gi+surSxSQ6MjLM48JUbACEhsJzz5nWWc8+axIdtWvDrFkmiWJXFJzKtdfC5MmmAkTyLmuFjCo2RIpOpchKxITHkJiSyPoD62lauanTIYlIDuwZG8WxFZW3VCptLqDtObrH4UhEnKE/P8Tv+NuMjaJIbOzZY3osu1zmYoKIiIhITmJiTPsqW2ErNsBUg5x3nrnQftddsH499O9vkhrVq5vkSr9+ppLk4Yfh9dfh889NpUZkJEyd6pn5IXmXNWlUqpRzcYiUNC6Xy121oTkbIv7pWNoxDiYfBNSK6lTcFRtHVbEhJZMqNsTv+HrGhj+2orLbUNWoAWFhvnsfERERCXw9esDff5uWV/bvTYXhcsH770OrVjBhghlgvm8ftGkDM2eeuprg4EG49VaT8Oja1TuJlpLCTmxERuZtHouIeE98+XgW7FigORsifsqu1igdWpqY8HxexClBKpeuDEBSahIp6SmEh4Q7HJFI0VLFhvgdXyQ2UlIgNdWs+2PFhtpQiYiISF4NHmxad155pfeO2bQp3HefWd+929xsMXHi6Vsk3Xwz9Oplfte66ipPiyw5vWPHzFJtqESKXtNKpv3U7G2zHY5ERHJiz9eoHl0dl7L/uSobUZaQIHPPuuZsSEmkxIb4HXvGhj08PCMDDh0q3DHtNlQAZcrk77VKbIiIiIg/qVfPtLF85RXvHvfxxyE+3lS3/vxz3oagu1wwciSUKwdLl5rXSd7YFRtKbIgUvV4NegEwad0kjqUdczgaETnRtsPbAM3XOB2Xy0XFSHN3sNpRSUmkxIb4nawVG5YFd95pkh2zC3Ezjd2GKirKDNzMDzuxcfCgp+rD25TYEBEREaeVLg2LFsGmTdCyZd5fFxsLN91k1t991yehFUtKbIg4p2VsS2rH1OZ4+nEmr5/sdDgicgK7FVWN6BoOR+L/3HM2VLEhJZASG+J3KlQwy7Q0M3vik08gPd30fi4oO7GR3zZUAOXLe5Ihe/YUPIZTsWdsxMX55vgiIiIieVG6NJQtm//X3XILBAXBH3/AypU572NZhQqt2LFbUUVGOhuHSEnkcrm4uNHFAIxfNd7haETkRO5WVKrYOK1KpTVAXEouJTbE70RGev7AGz7cUyXx44+eO9vyy25FVZDERlCQ79tRqWJDREREAlmdOtCnj1nP6WaUDz4wSZMpU4o0LL+mig0RZ13c2CQ2flr9E2kZaQ5HIyJZuVtRRSuxcTqq2JCSTIkN8Uv2nI1PPvE8d/Qo/PRTwY5XmIoN8CQ2du0q2OtPJTUVtm4160psiIiISKC6/XazHD3a87uXbeRIOH4chg1T5YZNiQ0RZ51d82wqRlbkYPJB/tryl9PhiEgWdsWGWlGdnp3Y2HPURy1GRPyYEhvil+w5G8ePQ6lSnj+Ux4wp2PHsP65jYgr2el9WbGzZYv7Aj4yEypW9f3wRERGRotC1KzRsCEeOwBdfeJ4/dMjM7gBYuBBmzHAiOv9jJzbUikrEGcFBwfRt0BeA8SvVjkokN+NXjuey7y4jMTmxyN7TnrGhVlSnV7m0uZCkVlRSEimxIX7JTmwADBwIt91m1n//Hfbvz//xvFWx4YvEht2GKi4OXC7vH19ERESkKLhcnptRPvzQ8/zff0Nmpufxq68WbVz+yp6xoYoNEefY7ah+XP0jlsrJRE6Skp7CzT/fzPcrv+fbFd8WyXumZ6az88hOQK2o8sI9Y0OtqKQEUmJD/FLWxMbQodC4MbRqZYaIjxuX/+MVZsYGFE1iQ22oREREJNBdfTWEhcHy5ZCQYJ6zKzS6dTOzy377DZYtcyxEv6FWVCLO61a3G6VDS7Pt8DYW7lzodDgifueHlT+4L5iv2LMix30yMjMYs3SMey5GYe0+sptMK5NgVzCxpWO9csziTDM2pCRTYkP8kp3YaNQIzj7brF95pVkWpB2VP7eiUmJDREREiouYGOjRw6yPHWuWdmLjuuvg0kvN+muvFXlofketqEScFxESwYXxFwJ5a0c1a8sszhp5FvO3z/d1aCJ+4f0F77vXV+zNObExLmEcV42/irt+v8sr72nP16gaVZXgoGCvHLM4c1dsqBWVlEBKbIhf6tXL/GH89NOe9kyDBpn1v/6CnTvzdzx/bkW1caNZxsV5/9giIiIiRW3AALMcOzb7fI1OneCBB8z6V1/B1q2OhOc31IpKxD9c3MjTjup03pv/HnO3zWXY1GE+jkrEect2L+PvLX+7HyfsTchxv3nb57n39wbN18gfVWxISabEhvil7t3NH8IDB3qeq1EDmjUz6wsW5O943mpFtWtXwV5/KqrYEBERkeKkb18IDYUVK+Djj818jfh4qF4dzjwTOnc27UXfesvpSJ2lVlQi/uGi+IsICQohYW8Ca/avOeW+y/aYC7dTN05l/YH1RRGeiGM+WPABAD3qmVLMnUd2cvD4wZP2W7pnKQCbDm0iPTO90O9rt7SqEV2j0McqCeyKjUPJh0jLSHM4GpGipcSGBJRWrcxy8eL8va6wFRvV/7tRYPv2gr3+VFSxISIiIsVJ2bKedlTPPmuWnTt7tttVGx99ZG5kKanUikrEP5SNKMv5cecDp25HlZKewqp9q9yPP/n3E5/HJuKUpJQkvlj6BQAPnf0QNaNrAjm3o1q62yQ20jLT2JpY+HJMuxWVKjbypnyp8gS5zOXdfcf2ORyNSNFSYkMCip3YsFsa5FVhZ2zUrOk5jn0sb0hKgoP/3fBQq5b3jisiIiLiJLvq9sgRs8ya2LjwQlOFe+SISW6UVGpFJeI/+jfsD5y6HdWqfauy3Y3+6eJPdXe0FFtfLv2SI6lHaFihIV3qdKFJpSbAye2odh/ZzZ6je9yP1x8sfCWTO7ERrcRGXgS5gqgYaQbVqh2VlDRKbEhAcapio0wZc/cheLcftH2ssmULHpuIiIiIv7HbUdk6dfKsu1xw//1m/a23ICWlaGPzF2pFJeI/+jXqB8DcbXPZkbQjx33sNlQdanQgtnQsu4/u5qc1PxVZjCJFxbIsdxuqW9veisvlommlpgCs2JO9YsOu1rB5o0WbWlHlnz1nI2uSSaQkUGJDAoqd2Ni4MX+tCwo7YwM8VRveTGxs3myWqtYQERGR4iRrO6r69T1tPW1XXGGe27kTxowp8vD8glpRifiPalHV6FCjAwATVk3IcR/7Am7rKq25rtV1AIz4d0TRBChShGZtncWyPcsoFVKKa1tdC0DTyv8lNvaeJrHhhYqNzYfMhRIlNvLOnrOx96gqNqRkUWJDAkr58p4kwNKlp943q8K2ogLfJDa2bDHL2rW9d0wRERERf3DLLWY5aNDJ28LC4O67zfprr5kB4yWNWlGJ+JfTtaOyL+C2iG3B0NZDAZi0bpL7IqxIcWFXawxuPpiyEWUBcm1FZQ8Or1y6MlD4xEZyejKbDm0CoGGFhoU6VkliV2yoFZWUNEpsSMDJbzsqy/Lfig07saGKDRERESluevc2FRlPPZXz9ptuMr+brVwJv/xSpKH5BbWiEvEvFze+GIBpG6dxKPnQSdvtVlQtYltQr3w9OtbsiIXFn5v/LMowRXxqz9E9jF0xFjBtqGx2YmPnkZ0cPH7Q/byd8LMTg+sOrCvU+6/dvxYLi7IRZd3JEjk9d2JDFRtSwiixIQEnvwPEDxyA9P9mvFUuxL+LakUlIiIikj9VqkBwcM7boqM9VR2vvlp0MfkLJTZE/EuDCg1oUqkJ6Znp/LIme7Z137F97tkbzSo3M8tKZrn2wNoCv+fa/WtZtW9VgV8v4m2jFo0iLTONdtXb0aZaG/fz0eHR1Iw2F0XsdlRpGWnuCg47Mbj+wHosyyrw+6/ctxKAxhUb43K5CnycksbdikoVG1LCKLEhAeeMM8wyrxUbO3eaZYUKpu1BQakVlYiIiIh33XWXGTL+118wd67T0RQtzdgQ8T+5taNatttUa8SVjSMqPAowiRCANfvXFOi9klKSaP9Jezp80oHDKYcLFrCIF2VkZvDhgg+B7NUaNnvOhp3MWLN/DakZqUSFRdG5TmdcuDiadrRQA6ztRF+jio0KfIySSK2opKRSYkMCjl2xsWIFpKaefv9du8yySpXCva+d2LCTEd6gig0REREpyapVg6uuMuslqWojIwNSUsy6KjZE/Id91/lva3/jeNpx9/NZ52vY4ivEAwWv2Phjwx8cTD5IYkois7fOLmjIIl7z+7rf2Zy4mXIR5bi86eUnbW9S0bSjWrHHVGzY/180j21OREgENWPMRZPCzNlQYqNg7LZdakUlJY0SGxJwatc2Q8DT0kxP5tOxKzaqVi3c+9rJh61bzdyOwkpPh+3bsx9bREREpKS5/36zHD8e1ha8o0tAsQeHgxIbIv6kTdU21IiuwdG0o/yx4Q/381nna9jiy5vExpr9awrUeueXtZ52V5rTIf7g/QXvA3Bdq+soFVrqpO12xYbdisqd8Kts/r+oX74+ULg5G0psFIxaUUlJpcSGBByXK39zNrxVsVGjhlkmJ8P+/YU7FpiES0aGab9Q2KSLiIiISKBq0sQMGrcseO01p6MpGnYbKpcLIiKcjUVEPFwul6cd1aof3c+770yv3Nz9XN1ydQlyBXEk9Qi7j+7O1/tYlsWva391P/5ry18FD1rECzYe3Mhva38D4Ja2t+S4T9NK2VtRLd2TvZKpXrl6gJmzURCZViar968GlNjIL7sVVWHagIkEIiU2JCDZiY28zNnwVsVGeLhn+Lg35mzYbahq1IAg/Z8oIiIiJdhDD5nlyJGwfLmzsRQFu2IjMtIkN0TEf9jtqCaumUh6ZjoZmRks32N+MGWt2AgPCad2jBmWmN85G4t2LWLnkZ2EBIUAMG/7PJLTk70RvkiBfLTwIywsutft7m6zdqLGlRoDsPPITu787U4W7lgI5JDYKGArqm2Ht3Es7RihQaHElY0r0DFKKrti48DxA6RnpjscjUjR0eVUCUj5GSDurYoN8O4AcXtWh9pQiYiISEl3zjlwySWmmvWOO7zT9tOf2RUbakMl4n/OrXUu5SLKse/YPmZvnc2Ggxs4nn6ciJAId6sdmz1AfO3+/PXR+2WNaUPVu0FvqpSpQmpGKvO2z/POBxDJp5T0FEYuGgnkPDTcFh0ezQX1LwDgnXnvuCuVmlVuBkC98oVLbNhtqOqXr09ocGiBjlFSVShVARfmTon9x7zQYkQkQCixIQEpa8XG6f7w9VbFBvgmsVG7duGPJSIiIhLoXn/dtGWaMQPGjnU6Gt+yExuRkc7GISInCw0OpU/DPgA8MOUBenzZAzBteIKDgrPtm3XORn7Y8zV6xffivNrnAZqzIc4ZlzCOfcf2UT2quvvcz80vg39h0lWT6N+oP0GuIDrX6UxMRAxQ+FZUK/eaIapqQ5V/wUHBlC9VHtCcDTnZhAlQty6EhJjrqfa84k8+Mdc5IyOhc2fYsMHzmuXL4cwzoVw5eOCB7NdeZ86Exo2hYkV4442i/CQnU2JDAlLjxmY2RWKip6VTbuzEhr9VbNhxq2JDREREBOrUgYcfNuv33QdHjjgajk/ZrahUsSHiny5uZNpRzds+j02HNhEVFsXdHe4+aT93xcaBvFds7D26112dcVH8RZxb61xAczbEOR8s+ACAm9rc5G6PlpsgVxA96vVg/OXjOfTQISZfNdm9za7Y2HtsL4dTDuc7Drtio3HFxvl+rWQZIH5UiQ3xWL8errsOXnoJtm+HBg1g6FDz/DPPmKTHqlVQrx4MGWJek5ICffpAmzawYAEkJMDo0Wbb3r3Qty9ccQXMmQNjxsD06U59OiU2JECFhUFTM7fqtAPE7VZU/lqxocSGiIiIiPHggybBsW0bDB/udDS+o1ZUIv7twvoX0r9Rf3rW68mXF3/Jrvt3cVWLq07az55FkJ+Kjd/W/YaFxRlVzqBaVDV3xcasLbPUG1+K3NbErczaOotgVzBDWw/N12ujwqOytYyKDo92D7EuSNXGqv0msaGKjYKpXNoMhVXFhmS1cqVJagwcCLGxcOut5jrqokXQoQO0bm2uS15/PaxbZ17z22/mRvI33jAJjxdeMHPwwCQyqlWDxx+H+Hh44gnPNicosSEBKy9zNo4fN/8zgv9VbKgVlYiIiEh2pUqZP5QAJk50NhZfUisqEf8WHhLO+MvH8/tVv3NliyuJDM35f1a7YmP9wfVkWpl5OvbPa34GTBsqMPMJykaU5WjaURbtPM1deyJetmzPMsAMBq8WVa3QxyvMnA27YkOJjYKJLR0LwKZDm5wNRPxK795w002ex6tXm4REkyYwbZq5ppqYCO+/D927m32WLDFJD/v31BYtTNWGva1LF3CZkS60awcLFxbZxzmJEhsSsLLO2ciNXa0REQExMYV/T28lNixLrahEREREctLDtLNn4ULPDSrFjVpRiRQPtWJqERoUSnJ6MtsObzvt/oeSD7kTG30b9gVMa59zap0D5L0dlXW6QZMiebRizwoAmlRq4pXj2XM2Jq+ffJo9szuUfIhdR8wFnIYVG3ollpLmrBpnATBt4zSHI5GikpSUxOHDh91fKSkpp9w/NdXMtLvlFpPYuOwyc9N42bKmrdRrr5n9Dh+GuDjP61wuCA6GgwdP3hYdDTt2eP+z5ZUSGxKw8pLYyDpfw84mFoad2Ni+HTLzdkNOjhITISnJrCuxISIiIuJRo4a5kywzE/4sprN01YpKpHgICQqhbrm6QN7aUY1ZOobj6cdpVrkZbau1dT9vz9nIywDxnUk7aflhS87/7HwlOKTQVuw1iY2mlZp65XiXN70cgBH/juCdf97J8+tW71sNQLWoakSHR3sllpKmez1zu/2fm/8kOT3Z4WikKDRp0oSYmBj314svvnjK/Z980vzuOXQozJsHP/0Ec+fCoUNmZsZFF5kbsUNCIDw8+2sjIsyNOSdus593ihIbErBatjTLLVtg//6c9/HmfA0wfeSCgiAtDXbvLvhx7GqNihXVgkBERETkRF26mKWTwwh9Sa2oRIoP9wDx/aceIG5ZFh8t/AiAm1rfhCvLnXedancCYMamGaRlpOV6jKSUJHp91Ytle5YxfdN0dh7ZWdjwpYRL2Gv6y3grsdGnYR+eP/95AO76/S6+T/g+T69TG6rCa1qpKVXLVOV4+nFmbZnldDhSBBISEkhMTHR/DRs2LNd9p02D996Dr76C0FD4+msYNAjatzcdbp57zgwUX7IEypc3Q8KzSkoy845P3GY/7xQlNiRgxcRAXXNzDEuW5LxP1ooNbwgJ8SRJCtOOSoPDRURERHJXUhIbqtgQCXzx5fM2QHze9nks27OMiJCIkwaRt63WlkqRlUhMScy1HVVaRhoDxw1k0S7PHA77YrBIQWRamZ7ERmXvJDYAhp0zjFvb3oqFxZU/XMlfm3M+p3cf2c1VP1xFp9GdeGTaIwA0qqDERkG5XC531caUDVMcjkaKQlRUFNHR0e6v8BPLLP6zcaOpyHjvPdOCCkxl9J49nn2SkkzlRUYGnHmmaU2V9fUpKSapceK2RYugenUffLg8UmJDAtrp2lF5u2IDvDNnQ4PDRURERHLXubNZLl6ce2VuINOMDZHiw12xceDUFRsj/h0BwIAmAyhXqly2bcFBwfRu0BuAiasnnvRay7K49Zdb+X3d75QKKUXjio0BJTakcLYkbuFo2lFCg0LdszG8weVy8c6F79C/UX9SMlLo+01fdwIlqydnPMmYZWP4c/Of7EgyTfo71enktThKou51ldiQ7I4fNwPE+/WDiy+GI0fM1znnwA8/wJtvmiqO/v3NTeEtWsB555lZGp9+ao7xwgvQrZuZs9G3L8yaBX/8YbrZvPIK9Ozp3OdTYkMC2ukSG96u2ABPlYWdnCgIDQ4XERERyV2VKp47ymbOdDYWX1DFhkjxEV/h9BUbh1MO8/XyrwG4sfWNOe7Tp0EfwCQ2Tpyd8dyfzzFy0UiCXEF8e9m39IrvBSixIYVjJxsaVmxIaHCoV48dHBTMV5d8xVk1zuJQ8iEu+PICth/e7t6+M2knny42V03f7PkmU66ewqr/rWJg04FejaOk6Va3GwD/7vyXvUf3nmZvKQkmT4aEBBgxAqKiPF9t28LDD8Pw4TBkiJmzMX68aVMVEgKffAK3325a6E+YAC+/bI5XsaJJhlx0EcTGwurV8Nhjzn2+EOfeWqTwAr1iwz6WiIiIiGTXpYv5Q2z6dLjkEpg9GzZsgKuuOv1r/Z1mbIgUH3bFxvqD62n/SXssyyLTysTCcq8npSZxLO0YjSo24pxa5+R4nO71uhMeHM7GQxtJ2Jvgbg302eLPeGLGEwC8e+G79GnYhz1HTf+Q1ftXF8EnlEC3I2kHVctUzTbXBWDFHu8ODj9RqdBS/HTFT5w96mxW71/NRV9dxJ9D/iQmIobhc4eTmpFKx5oduav9XSfFJgVTpUwVWsS2YOnupUzdOJVBzQY5HZI4rF8/MxA8J48/br5y0revmbmxcCF06AAVKni23XKLqdJYtQrOPRfKlPF+3Hmlig0JaGecYZYJCZCcfPJ2X1RsxMV53rOgDhwwy8qVCx+PiIiISHFkz9mYNg3eesv84XT11fDvv87G5Q1qRSVSfFSLqkb1qOpkWpnM2z6P+Tvms3DnQv7d+S+Ldi1iye4lbDi4AYA72t2R6wXcMmFlOD/ufAB+WvMTAFPWT2HoT0MBeOjsh7j1zFsBz4BlVWzI6Tw14ymqv1GdN+e+edK2FXtNYqNJpSY+e/8KkRX47crfiC0dy9LdS7nku0vYc3QPHyz4AICHz35YSQ0vc7ejWq92VFI4VapAr17Zkxq2uDi48EJnkxqgig0JcNWrm//B9u+HFSugTZvs231RsXHeeWb5119meE4us3lO6fBhs4yO9l5cIiIiIsVJp//abCckwN13e56fNQtat3YkJK9RKyqR4iPIFcTcoXNZuGMhLpeLIFcQLv5bulzu9ajwKNpVb3fKY/Vp0Iff1v3GT2t+4sL6F3Lpd5eSnpnO4OaDeaHrC+797MTGlsQtHE09Sukw/TCRk41dMZanZz4NwLSN07j3rHuzbbcTG76q2LDFlYvj1yt/pdPoTkzbOI02H7chKTWJZpWb0atBL5++d0nUo14PXp/zOpM3TMayLCWOpFhTYkMCmstl2lFNnWraUWVNbGRkwO7dZt2bFRvNmplKiz17YO5czx/d+aHEhoiIiMipVawILVvCkiXmd74zzjDVGvPmOR1Z4akVlUjxUiO6BjWiaxT6OH0a9uG2X29jztY5XDDmApJSk+hcpzOj+o4iyOVpuFEhsgIVSlVg//H9rNm/hjOqnlHo95biZcmuJQyZMMT9+MS2ZZlWJiv3rgRwtz3zpdZVW/P9wO/p9VUvth3eBpgqpKzntXjHubXOJTw4nG2Ht7F6/2p3IlSkONJPEAl4uc3Z2L/fJDdcLu+2fHK5oJuZx8SUAlb2KbEhIiIicnp33w0NG5phhs8/b54rDokNtaISkZzUiK7BGVXOwMJi15FdNK3UlPGXjyc85OQ2AfbFSs3ZkBMdSj5E/2/7cyztmLtKaMPBDaSkp7j32ZK4haNpRwkNCqV++fpFElePej0Y2XckAPXL19f8Bx8pFVrKPctH7aikuFNiQwJebokNe75GxYoQGurd9+xuWhbyxx8Fe70SGyIiIiKnN2SIGUzYrx+ceaZ5bs0aOHjQ0bAKTa2oRCQ3/Rr2A8zsjl+v/JWyEWVz3E9zNiQ37857l02HNhFXNo7frvyNqLAoMq1M1h9c797HHhzesGJDQoKKrpnLNS2vYfHNi/lzyJ9F+r4lTY96PQCYvGGyw5GI+JYSGxLw7AHiixdDZqbneV/M17DZFRvz5+f/D+vMTEhKMutKbIiIiIjkTYUKUP+/m0rnz3c2lsJSKyoRyc19He/juS7PMePaGdSKqZXrfkpsSE6S05N5d967ADx3/nOUL1XeU92zz1Pdk7A3AfD9fI2ctKzSkqpRPrhQI272APEZm2aQlpHmcDQivqPEhgS8hg3NAO8jR2DDBs/zdsWGN+dr2GrUgEaNTJJixoz8vfbIEc+6EhsiIiIiedfuv7m7gd6OSq2oRCQ3ZcLK8Oh5jxJfIf6U+6kVleRkzNIx7D66mxrRNRjQZABgqjIgexKsqAaHizNaVmlJpchKHEk9wtxtc50OR8RnlNiQgBcSAs2bm/Ws7ah8WbEBBZ+zYbehCgmBiAjvxiQiIiJSnBWXxIZaUYlIYTWsYC5Wr963mkwr8zR7S0mQaWXy+pzXAbi7/d2EBpue3O5zJUsSzE5sNKnUpIijlKIQ5AqiW11z0WryerWjkuJLiQ0pFnKas+HLig0o+JyNrPM1XC7vxiQiIiJSnNmJjX/+ActyNpaCysiAlP/mt6oVlYgUVFy5OEKDQjmefpytiVudDkf8wO/rfmflvpVEhUUxtPVQ9/MnJjaS05NZtnsZAM1jmxd9oFIk7HZUUzZogLgUX0psSLFgz9lYtMjznK8rNjp1guBgWLsWNm/O++s0OFxERESkYFq1MlWve/bAli1OR1MwdhsqUMWGiBRcSFCIu12V5mwIwGuzXwPgpjY3ERMR434+6zwWy7KYvXU2KRkpVC1Tlfjyp255JoGrez2T2Ji/Yz4Hj+dzOKxIgFBiQ4qFnCo2Nm40S19VbMTEQPv2Zn3atLy/TokNERERkYIpVQpatjTrgdqOym5D5XKpLamIFI7mbIjt353/Mn3TdIJdwdzZ/s5s2+qXr48LF4eSD7H32F6mbpgKQNe6XXGpjUSxVSO6Bo0rNibTymTaxnxctBIJIEpsSLHQvLn543DHDnMH386dsGCB2Xb22b5739atzXLNmry/RokNERERkYIL9DkbdmIjMlJtSUWkcOwWQ6rYEHu2xuXNLqdWTK1s20qFlqJ22dqAmckybZO5yN01rmvRBilFTu2opLhTYkOKhagoqF/frC9ZAuPHm77LHTpAjRq+e99a//2+kJ9WCEpsiIiIiBRc1jkbgUiDw0XEW+yKjZX7VjociW/M2jKLnl/2dFcYSM62Jm7l2+XfAnDfWffluI99rszbPo/52+cDcH7c+UUToDimR70egAaIS/GlxIYUG/acjcWLYdw4s37ppb59TyU2RERERIqWndhYsAAOBmDLaHvGhhIbIlJYjSs2BiBhb4LDkXjfuIRxdP28K5PXT+blWS87HY5fe+uft8iwMuhSpwutq7bOcR+7umfEvyPIsDKoX77+SZUdUvx0qtOJ0KBQNh7ayPoD650OR8TrlNiQYsOeszF5MsycadaV2BAREREpXho3hmbN4PhxeOcdp6PJv6ytqERECqNJpSa4cLHn6B72HN3jdDhe8+acNxk4diApGSkAzNk2h/TMdIej8k+JyYl8vPBjAO7veH+u+9mJDXsei9pQlQxlwspwVs2zALWjkuJJiQ0pNuzExh9/QGammX8RF+fb97QTG9u3Q3oef89SYkNERESk4FwuePRRsz58uOd3q0ChVlQi4i2lw0pTt1xdAFbsWeFwNIWXaWVyz+/3cO/ke7GwuLXtrUSHR3Mk9QjLdi9zOjy/9Mm/n5CUmkTjio25oP4Fue5nt6KyKbFRcvSoq3ZUUnwpsSHFhp3YsF12me/fs0oVCAmBjAwzsDwvlNgQERERKZwBA6BhQ9OK6v33nY4mf9SKSkS8qVnlZgAs2xPYF/6Ppx1n4NiBDP9nOAAvd3uZ9y56j441OwLw95a/HYzOP6VlpPHWP28BZrZGkCv3S3wNKzbM9rhLXBefxib+o3s9M0B82sZpAVH59M+2f+g8ujMTVk1wOhQJAEpsSLFRtSrExnoe+7oNFUBwMNSsadbz2o5KiQ0RERGRwgkOhkceMeuvv+6pgggEqtgQEW+yExvL9yx3OJKC239sP92+6Mb3K78nLDiMry75igfPfhCXy8XZNc8GYNbWWSe9bvW+1XT9vCuXfHsJqRmpRR2248YmjGXr4a1ULl2ZK1tcecp9q5apSpmwMgC0jG1JxciKRRGi+IE2VdtQLqIciSmJLNix4KTth5IP+U3i8O8tf9Pti27M3DyTB/94EMuynA5J/JwSG1Ks2FUbzZtDgwZF8575nbORlGSWSmyIiIiIFNzgwVC3LuzbBx995HQ0eacZGyLiTc0rNwcCN7Gx4eAGOo7qyOytsykbUZbJV03miuZXuLefU+scwFzwzHqR87PFn9Hm4zZM2ziN8avG88jUR4o8didZlsXrc14H4I52dxAREnHK/V0ul7sdldpQlSzBQcF0rWv+m+fUjurO3+7k3E/P5dNFnxZ1aNnM2DSDnl/25EjqEQDW7F/DnG1z3Nunb5zOT6t/UrJDslFiQ4qV7qbCjuuuK7r3zG9iQxUbIiIiIoUXEgLDhpn1V181w8QDgVpRiYg3Za3Y8IcLfsv3LGf+9vl52vffnf9y1sizWLN/DbViajHr+ll0qtMp2z7tqrcjJCiE7Unb2ZJo/ui+b9J9DJkwhKNpR2lVpRUAr895nd/W/ubVz+LPZmyawb87/6VUSClubXtrnl5zRbMrqFCqAte2utbH0Ym/6V7XXCzLaYD4jE0zAHjh7xfIyMwo0PEtyyIjM6PAP4OmrJ/CRWMu4ljaMXrU68HApgMBGL14NGDart36y630/aYvHy/8uEDvIcWTEhtSrNx1FyxaBHffXXTvqcSGiIiIiDOuucb8LrZrF4wc6XQ0eaNWVCLiTfEV4gkNCiUpNcl94d8pq/etpt2Idpw96mw2Htx42v2v/fFa9hzdQ6sqrZhzwxyaVGpy0j6RoZG0rtoaMFUbC3Ys4I25bwDwbJdnWXDjAm4/83b38XYd2eXFT+S/XpvzGgDXtbqOCpEV8vSae8+6l30P7qNFbAtfhiZ+yE5szN02l8Mph93PHzh+gK2HtwKw7sA6flj5Q46vX7JrCWNXjOXdee/y+LTHuXHijfT9ui/tRrSj9vDalHq+FCHPhhD0TBBhz4Yx5McheY7tt7W/0efrPhxPP06v+F5MGDTBnaz7dsW3HEs7xnvz32P1/tVUiqzEoGaDCvhdkOJIiQ0pVkJCTDsql6vo3lOJDRERERFnhIXBQw+Z9ZdfhpQUZ+PJC7WiEhFvCgsOcw+GdrIdVVpGGlePv5rj6cdJy0zjk38/OeX+Gw5uYPme5QS7gvnj6j+oFlUt133tORt/b/mb+yffD8DVLa7msfMeIzgomFd7vEqL2BbsPbaX+Hfi6fllT5778zlmbprJ8bQAKefLh4S9Cfy69ldcuLjnrHucDkcCQFy5OOqXr096Zrq7QgNg6e6l2fZ7adZLJ1Vd/Lr2V1p91IqB4wZyx2938Nxfz/HJok/4ac1PzN8xny2JW0jJ8PwClpaZxmdLPmP1vtWnjWvi6on0/7Y/KRkp9G/Unx8u/4GIkAjOq30ecWXjOJxymE/+/YSnZz4NwPPnP09MREwhvhNS3CixIVJISmyIiIiIOOf666FqVdi2DT77zOloTk+tqETE2/xhzsaLf7/I/B3zCXKZy0yjFo8iLSMt1/1/WfMLYGZonK7iwJ6z8cXSL5i5eSbhweE8d/5z7u0RIRF8e9m31IqpxZHUI0xeP5nHpz9O5886U/blsnT9vCs7knYU8hP6j3fnvQtA/0b9qV++vsPRSKBwt6Na72lHtXjXYsD8P1YqpBT/7vyXqRunurdblsUzM58BoHHFxlza+FJua3sbz3R+ho96f8SEQROYe8NcNt21iX0P7GPXfbu4sP6FAHy6OPvMjhMTJt8nfM+l311KakYqA5oM4LvLviMsOAyAIFcQ17Y0LdPumXQPh5IP0TK2Jdefcb0XvyNSHCixIVJI+UlsWJYSGyIiIiLeFBEBDz5o1l98EdJyv47muIULYcIEs16+vLOxiEjx4Z6zsdeZxMaCHQt49s9nAfi036fElo5l15Fd/LTmp1xf88tak9jo3aD3aY9vV2wcTTMlb3d3uJtaMbWy7dOoYiM23rWRJbcs4Z0L32Fg04FULVOV1IxUpm2cxmeLAyDznQeWZTFhtfmH5KY2NzkcjQSSHvV6ANnnbCzZvQQwA+VvbH0jAC/9/ZJ7+8zNM/ln+z+EB4cz/drpjBs4jvd6vcfjnR7npjY30bdhX9rXaE/tsrWpEFmB2DKx7uN8tuQz0jPTAfhg/geUer4Ul4+7nOV7lvPN8m+4fNzlpGemM7j5YL669CtCg0OzxWvPgsm0MgF4s+ebBAcF++JbIwFMiQ2RQqpZ0ywPHfIkLXKTnAzp5ue6EhsiIiIiXnLTTVC5MmzaBGPGOB1Nzn74Ac4918wDadoUrrjC6YhEpLiwExvLdi8r8vc+nnacq8dfTXpmOpc3vZxrWl7Dda2uA8h1yO+R1CNM3zQdgF7xvU77HrFlYt2VCRVKVWDYOcNy3C/IFUSL2Bbc3u52vr3sW7bfu52XupqLtDM3z8z3Z/NHi3ctZkfSDiJDI+lcp7PT4UgA6VKnC8GuYFbvX+2ex2NXbLSq0op7z7qXYFcwUzdOZcTCEYCpxAK4/ozriS0Tm6f36dWgFxUjK7LryC5+X/c76w6s497J95KSkcJ3K76j+QfNGfz9YDKsDK5teS2f9/+ckKCQk45Tp2wdutTpAsDFjS6mS1yXwn4LpBhSYkOkkKKioFw5s366qg078eFyqf2AiIiIiLdERsJ995n1F16AjAzPti+/NM+d0AGhyFgWvPQSXHopHD8OF1wAs2dDhbzNehUROS07sbFy30r3HdJF5ZGpj7Bq3yqqlqnKexe9B8DQ1kMBmLx+co5DxKdumEpqRipxZeNoVLFRnt6nT4M+ADx3/nN57rHvcrm4oP4FAMzaOqvIvze+8OvaXwHoVrcbESERDkcjgSQmIoZ21dsBph1VWkYaCXsTAGgZ25LaZWvz6LmPAnDLL7fw1IynmLx+MsGuYB7o+ECe3ycsOIyrW1wNwKhFo7jl51tITk/mnFrncFmTywCwsBh6xlBG9Rt1yiqMdy96l7vb380HvT4o0GeW4k+JDREvyGs7KjuxERUFQfq/T0RERMRrbr3VtHdauxa++848N38+XHMNPPqoaQNV1FJT4YYbYNh/Nxfffjv89JMqd0XEu+qUrUPp0NKkZqSy7sC6InvfaRunMfyf4QCM7DvSPSujXvl6dK/bHQsrxyHidhuqXvG9cLlceXqvF7u+yIrbVnBL21vyFWPz2OaUjSjLkdQjLNq5KF+v9Uf29+6i+hc5HIkEoqztqFbtW0VqRirR4dHUKVsHgKc6P8UNZ9xAppXpHtg9qNkg4srF5et97FkY41eNZ+rGqUSERDC632jGDhjL8luX8+PlP/JRn4/cM3ly06RSE9684M08V4tIyaNLqyJeULu2WeY1saE/ZkVERES8KyoK7r7brD//vJm1cfPNnkqNf/4p2nj274cePeDTT80NLe+8Y75CTu62ICJSKEGuIJpWbgoU3QDxxOREhvw4BIBb2tzChfEXZttuz38Y8e8IjqYedT9vWZa76qBXg9O3obKFh4TTpFKTfMcZ5Ari3FrnAoHfjmrfsX3M3TYXgIvildiQ/LMHiP+x4Q/+3fkvYKo17ASjy+Xiw94f0r9Rf/drHjr7oXy/T7PKzWhbra378VOdnqJe+XoANK3clH6N+p02qSGSFzqLRLwgvxUbSmyIiIiIeN8dd5jfs1asgH79YFGWm3OLMrGxZg2cdRbMnGkSLr/8Yqo1RER8pVmlop2zcefvd7L18FbqlavHqz1ePWl7v4b9qFuuLnuP7eWDBZ42Mkt2L2F70vYinRHRqXYnIPATG7+v+x0LixaxLagZU9PpcCQAtavejqiwKPYf38/oJaMBk9jIKiQohK8v/Zpb297Ky91epnls8wK9lz1EvGVsS+49695CxS2SGyU2RLxAiQ0RERER55UtC3feadZ/+80sL77YLOfN8+17W5b5XfCbb6BDB9MSq04dM0/jggt8+94iIvbFx+V7fV+x8cPKH/h8yecEuYL4/OLPKRNW5qR9QoNDeezcxwB4ZdYr7qqNr5d9DUDXuK5FNiOiUx2T2Phr819kZGacZm//ZVe6qA2VFFRocCjnx50PwIxNMwAzOPxEESERvN/rfR48+8ECv9fQ1kP57rLvmHz1ZEKDQwt8HJFTUWJDxAuU2BARERHxD3ffDWX+u8bWoQN89JFZX70aDh70zXu+9pr5/a52bbjiCvM+Z51lqkSaNfPNe4qIZGUPEPd2KyrLsnhl1iu89PdLJCYnsuvILm7++WbAtKjpWLNjrq+9uuXV1CtXj73H9vL+/Pf5etnXvDL7FQCuaHaFV+M8lVZVWhEVFkViSiLL9hRNRYu3pWem8/u634H8tfASOZHdjsrWskrLXPYsnCBXEAOaDqBy6co+Ob4IKLEh4hVKbIiIiIj4hwoV4NVXoVUrGDkSKlWCeqatMwsWeP/9MjPhpZfgyBEzP6NpU7jnHpg2DSrrb3kRKSJ2YmPdgXUcTzvuteMu2rWIh/54iGFThxH3VhwXfHkB+47to2VsS57q/NQpXxsSFMJj55mqjef/ep5rf7wWgDva3cGgZoO8FuPphASFcHatswGYuck/21Gt3b+W8SvHY9mDof6z5+geflnzC49MfYSDyQcpF1GODjU6OBSlFAfd63kSG8GuYJpWaupgNCKFo8SGiBfYiY1t2yDjFJWtSmyIiIiI+N4tt5j5Gk3+mzPbrp1Z+mLOxvLlZlB46dLmd73ly+GNNyCiaDqsiIgAEFs6lgqlKpBpZbJy30qvHXfBDpMRduHiYPJBluxeQlhwGF9e8iVhwWGnff1VLa6ifvn6JKYkkpaZxqBmgxh+wXD3sOKi4s9zNjKtTC766iIu+e4SnprxlPv5X9b8Qu3hten9dW9enW3mmPRq0IuQoBCHIpXiIL58PLVjagPQsGJDSoWWcjgikYJTYkPEC6pUMXfoZWTAzp2576fEhoiIiEjRa9/eLH0xZ2PaNLM85xwopWsDIuIQl8vlmbPhxXZU/+78F4D7O97Plxd/SZc6XRjVd5S7QuR0QoJCeP785wHoWa8nn/X/jCBX0V+KshMbf27+kxV7VpCWkVbkMeRm8vrJrDuwDoBn/nyGz5d8zoxNM7hs7GUkpycTXz6eK5pdwQvnv8DrPV53OFoJdC6Xy92O6sTB4SKBRmleES8IDjZVGxs2wJw5MGBAzvspsSEiIiJS9LJWbFgWePNG4enTzfL88713TBGRgmhWqRkzNs3wSWLjzGpnMqDpAK5scWW+jzGw6UDaVmtL7ZjaBAcFey22/GhbrS2RoZHsP76fZh80Iyw4jEYVG9G8cnOaV25Os8rNaB7bnJrRNYu8muSDBR8AUDO6JlsPb2XoxKGEh4STnJ5M34Z9GTdgnIYvi1cNO3cY+4/v56GzH3I6FJFCUWJDxEuuuAKefx6eeQYuvRSCcrgJRYkNERERkaJ3xhmmunbPHjMTrXZt7xw3IwNm/tfVpEsX7xxTRKSg7CoKbw3ITstIY+nupQC0rtq6UMeqW66uN0IqsNDgUN6/6H0+WvgRy/csJyk1iaW7l7o/ny0mPMYkObIkO5pXbk65UuV8EteWxC38vOZnACZdNYmnZj7Fdyu+Iy01ja5xXfn2sm+V1BCvq1uuLj9c/oPTYYgUmhIbIl5y773wzjumr/LYsXD55Sfvo8SGiIiISNGLiICWLWHhQlO14a3ExuLFkJhofrc74wzvHFNEpKDsxIa3KjZW7VtFSkYKMeExjicmvOHaVtdybatrsSyLzYmbWbZ7Gcv2mK/le5azat8qElMSmbV1FrO2zsr22upR1Wke25xmlTzJjsaVGhMRUriBSiMWjiDTyqRLnS40rtSY0f1GExIUQkZmBp/0/aTQxxcRKc6U2BDxkvLlTXLjqafM12WXmRZVWSmxISIiIuKM9u1NYmPePBg40DvHtNtQnXeeqQgREXGSndjYdngbh5IPUTaibKGOZ7ehalWlVZG3Z/Ill8tFnbJ1qFO2Dn0a9nE/n5qRyup9q02yY7cn4bE5cTPbk7azPWk7v6/73b1/sCuY+ArxnuqOys1pHtucuuXq5mmOSFpGGp8s+gSAW9veCkCp0FKMuWSMlz+xiEjxpF+/Rbzo7rvhrbdg1Sr46iu4+urs25XYEBEREXFGu3bw/vumYsNb7MSG2lCJiD+IiYhxz2lYsWcFZ9c6u1DHsxMbhW1DFSjCgsNMNUZsc2juef5wymGW71mercJj2e5lHEw+yKp9q1i1bxVjE8a6948tHcs/Q/+hdtlTlwdOWD2BXUd2UaVMFfo36u+jTyUiUnwpsSHiRTEx8MAD8Mgj8PTTMGgQhGZph2knNqKinIlPREREpKTq2NEs//4b3nsP/ve/wh0vPR3++susK7EhIv6iWeVmbD28lWV7lhU+sbGrZCU2chMdHk3Hmh3pWLOj+znLsth5ZOdJ7ayW71nO7qO7+XHVj9zV4a5THtceGn7DGTdojoaISAGcvjZORPLljjugUiVYvx6++CL7NlVsiIiIiDgjPh4eesis3347DB9euOMtXAhJSVCunJnfISLiD7w1ZyPTymTRzkWAEhs5cblcVIuqRs/6Pbm/4/181v8zFt60kKc6PQXA31v/PuXrV+9bzbSN0whyBXFTm5uKIGIRkeJHiQ0RLytTxvNH8zPPQGqqZ5sSGyIiIiLOefFFU1kLcM898NFHBTvOwYPwxhtmvXNnCNJfVSLiJ5pXNj2UCpvYWLt/LUfTjlIqpBQNKzT0Rmglwjm1zgHg7y1/Y1lWrvt9uOBDAHrF96JWTK0iiU1EpLjRr+AiPnDrrVClCmzeDKNGmedSUyE52awrsSEiIiJS9FwueO45ePRR8/ipp0xLqbxKTTWVHvXqwXffmecGD/Z2lCIiBZe1YuNUF9ZPJ+vg8OCgYK/EVhKcWf1MwoLD2HVkFxsObshxn2Npxxi9ZDTgGRouIiL5p8SGiA9ERnruBnzuOZPQSErybNeMDRERERFnuFzwxBNQoQLs2gVTp57+NZYFY8dC48am0uPgQWjaFH79FS67zPcxi4jkVaOKjQhyBbH/+H52HdmVr9eu3reaN+a8wfoD60vc4HBviQiJoG21toCp2sjJt8u/5VDyIeLKxtGzfs+iDE9EpFhxNLGx79g+4t6KY9OhTfl63eXjLueOX+/wTVAiXnLjjVCjBmzfDh9/7GlDVapU9oHiIiIiIlK0wsJg0CCzfuJMtBPNmmUGjw8cCBs2mKrcESNg8WK48EKfhyoiki+lQktRv3x9ACavn5zn12VamVz87cXcN/k+6r9T3z3YWomN/DunpqcdVU7s7+3NbW4myKX7jUVECsqxn6D7ju2j91e9853U+HXtr8zYNINnz3/WN4GJeElEBDz2mFl/4QVzRyCoDZWIiIiIP7jmGrP84YfslbW2tWvh0kvhnHNg7lwoXdq0rlq7FoYOhZCQIg1XRCTPOtfuDMCQCUMY8uMQ9h7de9rX/LLmF1buW0loUCguXBxNOwpAm6ptfBlqseSes3HCAPGklCRem/0a83fMJzQolOvPuN6J8EREig3HEhuDxg1icPP8NaQ9mnqU2365jRe7vkjZiLK+CUzEi667DurUgd274aWXzHNKbIiIiIg478wzoWFDOH4cvv/e8/y+fXDnndCkiUl6BAWZSty1a+HJJ6FMGediFhHJi1d7vMqtbW/FhYvPlnxG/Xfqc8/v97DuwLrcXzP7VQDu6XAP6+5cx2PnPsZLXV+iRWyLogq72OhYsyMAq/atYu/RvaRnpvPQlIeo/kZ1HpjyAADXtryWSqUrORmmiEjAcyyxMaLPCO5sf2e+XvP0zKdJzUglJCiEKeunkGll+ig6Ee8IC4PHHzfrEyeapRIbIiIiIs5zueDqq83655+bmWivvGIGg7/zjhkqfuGFsGSJaStataqz8YqI5FV0eDTv93qfOTfM4YwqZ3A45TDD/xlOg3ca0Pur3kxePznb9ZQ5W+fw15a/CA0K5a4Od1G3XF2ePf9ZHjrnIVwul4OfJDBViKxAk0pNAJi9dTYP//Ewr8x+haTUJBpWaMh7F73Huxe963CUIiKBz7HERly5uHztv/nQZt765y3iysWx4eAGHvrjIfp/0z/X5EZKSgqHDx92fyXlVF8uUgSuuQbq1/c8VmJDRERExD9cdZVZzpgBDRrAQw+ZuWitWsGUKWY4eLNmTkYoIlJw7Wu0Z8FNC/j9yt+5KP4iLCx+WfsLPb/sSZP3mvDevPdISklyV2tc1eIqqkVVczjq4sGes/HUzKd4fc7rAIzqO4qE/yVw25m3ER4S7mR4IlKCTJgAdeuaNqqtWsHKlTB6tLnJ58Sv0aPNa2bOhMaNoWJFeOON7McbNw5q14Zq1eDrr4v4w5wgYKYUfbbkM2JLxzL1mqk81fkpZg6Zyd9b/uaPDX/kuP+LL75ITEyM+6tJkyZFHLGIERJi2hbYlNgQERER8Q+1a0OnTmBZsHUr1KgBn30GCxdCt25ORyciUnhBriB61u/JL4N/Yc3ta7ir/V1EhUWxev9qbv/tdmq8WYMfV/0IwP0d73c22GLEnrOxeNdiAB46+yGuO+M6DQsXkSK1fr1pk//SS7B9u7mRZ+hQGDwYDh70fG3dapIY554Le/dC375wxRUwZw6MGQPTp5vjLV8OV15putNMmgRPPAGrVzv3+QLmJ+q2w9voVrcbESERAESFRxFfIT7XHpHDhg0jMTHR/ZWQkFCU4Ypkc8UVJtMJSmyIiIiI+JMXXoB27cxyzRpTbRsUMH8liYjkXXyFeIZfMJzt927n3QvfpWGFhhxOOYyFRZ8Gfdztk6Tw7MQGQLe63Xju/OccjEZESqqVK01SY+BAiI2FW2+FRYtM6/yyZT1fn38OF19sWrKOGWOqMR5/HOLjTfJi5EhzvE8+gS5dTHKkeXO4/Xb44gvnPl+Ic2+dPzWia7By30r340wrk22Ht1E9qnqO+4eHhxMe7intO3z4sM9jFMlNcLDp1TxkCPTr53Q0IiIiImLr2BH++cfpKEREik5UeBT/a/c/bj3zVv7Y8AdTN0zljvZ3OB1WsVKnbB36NOjD9qTtfH3p14QEBczlNxEJEElJSdmud594LRygd+/sr1m92iQrskpOhrfe8vw+vGSJSV7YI5batYOHH/Zsu/BCz2vbtYNnnvHGpykYv/vJejjlMKVCShEaHJrt+QFNBtB2RFu+T/ie9jXa884/75CWkUa3uqoRl8DQtasp7RIRERERERFxWpAriB71etCjXg+nQyl2XC4XE6+Y6HQYIlKMnTh24cknn+Spp57Kdf/UVHj9dbj33uzPf/UVtG8PdeqYx4cPQ9ZDR0fDjh2ebXFxOW9zgt8lNlp80ILhFwynf6P+2Z5vXKkxX1/6NY9Pf5w1+9dQv3x9JgyaQOmw0s4EKiIiIiIiIiIiIiJSxBISEqhe3dPJ6MRqjRM9+SSULm3aSGX14YeQNR8SEgJZDxURAceOnX6bExxPbFhPWtkeb7p7U6779m3Yl74N+/o4IhERERERERERERER/xQVFUV0Hgf5TpsG770Hc+dCaJYmSevWma/u3T3PlS9vBojbkpLMTI7TbXOCxuKJiIiIiIiIiIiIiBQzGzfCFVeYxMYJ3av47jszhyNrsuPMM2HOHM/jRYvALgw51TYnKLEhIiIiIiIiIiIiIlKMHD9uEhf9+sHFF8ORI+bL+q+B0u+/Q+fO2V/Tty/MmgV//AFpafDKK9Czp9l26aXwzTewbJk5zttve7Y5QYkNEREREREREREREZFiZPJkSEiAESMgKsrztXmzSXr88w907Jj9NRUrwptvwkUXQWwsrF4Njz1mtrVsCXfdBW3bmkqN4GC47bai/1w2l2VZ1ul3C3zbtm2jZs2abN26lRo1ajgdjoiIiIiIiIiIiIhInhXVNe6NG2HVKjj3XChTJvu2hATYvh06dXJ2xobjw8NFRERERERERERERMQ/xMWZr5w0aXLyvA4nqBWViIiIiIiIiIiIiIgEDCU2REREREREREREREQkYCixISIiIiIiIiIiIiIiAUOJDRERERERERERERERCRhKbIiIiIiIiIiIiIiISMBQYkNERERERERERERERAKGEhsiIiIiIiIiIiIiIhIwlNgQEREREREREREREZGAocSGiIiIiIiIiIiIiIgEDCU2REREREREREREREQkYCixISIiIiIiIiIiIiIiAUOJDRERERERERERERERCRhKbIiIiIiIiIiIiIiISMAIcTqAopKZmQnAzp07HY5ERERERERERERERCR/7Gvb9rXukqzEJDZ2794NQLt27RyORERERERERERERESkYHbv3k2tWrWcDsNRLsuyLKeDKArp6eksWrSI2NhYgoJKXgeupKQkmjRpQkJCAlFRUU6HI+Kmc1MChc5VCQQ6TyXQ6JyVQKDzVAKFzlXxJzofJVAE2rmamZnJ7t27OeOMMwgJKTE1CzkqMYmNku7w4cPExMSQmJhIdHS00+GIuOnclEChc1UCgc5TCTQ6ZyUQ6DyVQKFzVfyJzkcJFDpXA1fJK10QEREREREREREREZGApcSGiIiIiIiIiIiIiIgEDCU2Sojw8HCefPJJwsPDnQ5FJBudmxIodK5KINB5KoFG56wEAp2nEih0roo/0fkogULnauDSjA0REREREREREREREQkYqtgQEREREREREREREZGAocSGiIiIiIiIiIiIiIgEDCU2RKRYWbduHYsWLSIjI8PpUERERERERETEC7Zs2cKCBQtITU11OhQR8RNKbPiZCRMmULduXUJCQmjVqhUrV64EYPny5Zx55pmUK1eOBx54gKyjUT7++GOqVq1KaGgonTp1YufOnScdNy0tjebNmzNjxow8xTFu3Dhq165NtWrV+Prrr3Pc3qVLl4J9SAlI/n5uZmZmMmDAAM477zz69+9Ps2bN2LNnT+E+tAQkfz9XLcuibNmyuFwu99dzzz1XuA8tAcffz9POnTtnO0ftLym5/P2cTUpKYujQoVSpUoU6derwzjvvFO4DS0Dyl/MUYPbs2TRs2DDf26Rk8Pa52rdv32z/Xnfr1i1PccycOZPGjRtTsWJF3njjjZO261wtGQLhfLz33ntp3bo1gwcPJi4ujlWrVnnhk0ugCYRztUWLFtmOOXToUC98csmVJX5j3bp1Vrly5axvv/3W2rVrlzVgwACrY8eOVnJyslWnTh3r5ptvttatW2dddNFF1qhRoyzLsqy//vrLqly5sjVlyhRr69at1rnnnmsNHjz4pGM/99xzFmBNnz79tHEsW7bMCgsLs0aMGGEtXbrUql+/vrVq1Sr39t9//92KjIy0OnXq5K2PLn4uEM7NTz/91DrnnHOs1NRUKyMjwzr//POtJ5980pvfBgkAgXCurl692qpdu7Z18OBB91dycrJXvw/i3wLhPE1KSsp2jn744YdWly5dvPp9kMARCOfslVdeaXXu3NnauHGjNX36dKt8+fLWJ5984tXvg/g3fzlPLcuyFixYYFWuXNmqXbt2vrZJyeCLc7Vq1arWsmXL3P9uHzly5LRx7Nmzx4qOjraefvppa82aNVbr1q2tadOmubfrXC0ZAuF8nD59uhUfH28lJiZalmVZQ4YMsa699lrvfzPErwXCuXr06FErMjLS2rNnj/uYx44d8803RCzLsiwlNvzITz/9ZH300Ufux9OmTbNKlSpljR8/3ipXrpx19OhRy7Isa/HixdbZZ59tWZZljRo1yho/frz7NaNGjbIaN26c7bhr1qyxypYta9WpUydPv4zfddddVs+ePd2Phw8fbj366KOWZVnW2rVrrfr161sPPPCAEhslSCCcm7/++qu1aNEi97Z77rnHuv322/P7USXABcK5+uWXX1qDBg0q6EeUYiAQztOsMjIyrEaNGlmzZs3Kz8eUYsTfz9nk5GQrNDTUWrBggXvbAw88YPXp06cgH1cClL+cp0eOHLFq1aplPfPMMyddED7VNik5vH2ubtu2zapSpUq+43jzzTetRo0aWZmZmZZlWdaPP/5oXXnllZZl6VwtSQLhfJw9e7Y1Y8YM975vvfWW1bt373y/hwS2QDhX//77b6tDhw4F+nxSMCFOVotIdr179872ePXq1cTHx7NkyRI6dOhAZGQkYMqaEhISALjuuutyfE1WN998Mw8//DC//fZbnuJYsmQJF154oftxu3bteOaZZwCoUKEC8+fP58cff2TevHn5+4ASsALh3Mz6/KZNmxg7diyjR4/O2weUYiMQztV58+Yxb948ypYtS1hYGDfddBPPPvus2vyUIIFwnmb1/fffU61aNTp27Jin40rx4+/nbGJiImlpadSqVcu9LTg4mODg4Lx/SAl4/nKehoaGMnv2bNauXcvIkSPzvE1KDm+fq/PmzSMjI4MaNWpw8OBB+vTpwwcffEC5cuVOGceSJUvo0qWL+3fQdu3a8fDDDwM6V0uSQDgfzzrrLPd++/btY9SoUdx5552F+NQSiALhXJ03bx7btm2jUqVKpKWlccUVVzB8+HDCw8ML/w2QHGnGhp9KTU3l9ddf55ZbbuHw4cPExcW5t7lcLoKDgzl48GC21xw4cICPPvqIW265xf3cp59+SmJiIvfff3+2fStWrEjZsmVP+lq8ePFJ7xcdHc2OHTsAKFeuHGXLlvXBJ5ZA4a/npu2JJ56gQYMG9OrVi65du3rzo0uA8ddzdc2aNfTp04dFixbx1Vdf8eGHH/Ltt9/64lsgAcBfz9Os3nnnHf73v/956yNLgPPHc7ZixYrUrFmTCRMmAHD06FHGjh1L9+7dffEtkADg5HkaFhZG9erVc4zrVNukZPLGubpq1SpatmzJL7/8wty5c9m4cSPDhg0DoHXr1jmeqxMnTjzl7wE6V0smfz0fbSNGjKBWrVpUqVKF66+/3lffBgkA/nqurl69mnPOOYe///6bSZMmMWXKFN58801ffztKNFVs+Kknn3yS0qVLM3ToUB577LGTsnsREREcO3YsWybxf//7Hx07dnTfybZ3716GDRvGpEmTTrpjbeHChdmG6diqVatGSEhItvez30sE/P/cfPDBB2nUqBH/+9//6NWrF3369Cn0Z5bA5K/natY7PuPi4rjzzjsZN24cgwYNKvyHloDjr+epbcWKFaxbt45+/foV+rNK8eCP52xQUBAjR47kyiuv5Mcff+Tff/8lOTmZq666ypsfXQKIk+epSH5441wdNmyY+2IcwKuvvsoll1zChx9+yE8//URaWtpJ71u5cmXGjBmjv/slG38/H6+55hqqVq3Krbfeyrvvvsvtt9/ulc8tgcdfz9UPP/ww2/5PPPEEb7/9truiQ7xPiQ0/NG3aNN577z3mzp1LaGgo5cuXZ/ny5dn2SUpKIiwszP34s88+Y/r06SxZssT93N13380NN9xAy5YtT3qP2rVr5/r+5cuXZ+/evbm+l5RcgXBulilThsGDB7N69WpGjRqlxEYJFQjnqq1y5cps3749z59Nio9AOE+//vprLrnkErX0EcC/z9nu3buzZcsW1qxZwwUXXMD9999PdHR0gT+rBC6nz1ORvPLWuXqiypUrs3//flJSUk5ZdaG/+yWrQDgfw8PD6d27N3v37uXtt99WYqOECoRzNesx9be+jzk54ENOtmHDBqty5crW559/7n5u6tSpVr169bLtExERYaWnp1uWZVnz58+3oqKiThpmB1hRUVFWTEyMFRMTYwUHB1ulS5e2XnzxxVPG8Pjjj1s33HCD+/GoUaOs7t27Z9vn008/1fDwEsbfz80HH3zQmjZtmnvbc889Z1166aUF/rwSuPz5XD127JjVrFkz69ixY+5t11xzjXX55ZcX5iNLAPLn8zSr+Ph4a+rUqQX9mFKMBMo5O3bsWKtatWruAZJSsvjDeWqbPn16rkOXT7VNSgZvnqsDBw60/vrrL/fjUaNGWbGxsaeNYeTIkVbXrl3dj6dNm2bFx8dn20fnasng7+fj8OHDrTFjxri3ffnll1abNm3y9yGlWPD3c7VDhw7Wli1b3NueeOIJq3379vn7kJIvSmz4kWPHjllNmjSxbrzxRispKcn9lZqaalWqVMkaNWqUZVmWNXToUKt3796WZVnW7t27rSpVqljPPvtsttdYlmVt3Lgx21f79u2tr7/+2jp48OAp41i8eLFVunRpa+nSpVZSUpLVqlUr67XXXsu2jxIbJUsgnJvvvPOOFR8fb82fP9/6999/rZo1a1rffPON774p4pcC4Vzt2rWrNWTIEGv+/PnWG2+8YYWEhFgzZszw3TdF/E4gnKeWZVnr16+3wsLCrOPHj/vmGyEBI1DO2YyMDKtp06bWyJEjffONEL/mL+epTYkNyY23z9Vnn33Watu2rfXXX39Z48ePt2JjY62nnnrqtHHs3bvXioiIsKZMmWKlpqZaF1xwgXX77bdn20fnavEXCOfjxIkTrUqVKlnTpk2zVq1aZbVs2dJ66aWXfPQdEX8VCOfqDTfcYF144YXW3LlzrdGjR1ulS5e2Ro8e7aPviFiWEht+5ccff7SAk742btxoTZgwwYqMjLQqVKhgVapUyVqxYoVlWSZzndNrctKpU6eTMpS5eeSRR6ywsDArOjraatOmTba7iy1LiY2SJhDOzczMTOuBBx6wKlSoYFWrVs164403vPLZJbAEwrm6efNmq0uXLlZ4eLjVsGFDa9y4cV757BI4AuE8tSzL+uSTT3SHkViWFTjn7Keffmq1aNHCysjIKPRnlsDjT+epZSmxIbnz9rmamppqXX/99Vbp0qWtKlWqWE8//bSVlpaWp1g++OADKzQ01CpXrpwVFxdn7dq1K9t2navFX6Ccj6+//rpVtWpVq2LFitbDDz+sf+tLoEA4Vw8ePGj179/fKlWqlFW7dm3r/fff9803Q9xclpXD1DPxS7t27WLhwoV06NCBChUq+Pz9EhIS2L59O506dVKvTTklnZsSKHSuSiDQeSqBRuesBIKiPk9FCqqoz9WNGzeyatUqzj33XMqUKePz95PAovNRAoXO1ZJJiQ0REREREREREREREQkYQU4HICIiIiIiIiIiIiIikldKbIiIiIiIiIiIiIiISMBQYkNERERERERERERERAKGEhsiIiIiIiIiIiIiIhIwlNgQEREREREREREREZGAocSGiIiIiIiIiIiIiIgEDCU2REREREQkVxMnTsTlchESEpLjV1BQEDfccIN7/507dxISEuJ+fMMNN/DII48AEB8fT1xcHM2aNaNGjRp06dKlyD+PiIiIiIgEvpDT7yIiIiIiIiVVcHAwtWvXZtOmTTluHzJkiDuRsWzZMi655BIyMzNp1qwZYBIdQUFB1K5dm7CwMD744AO6devG6NGj+fbbb4vqY4iIiIiISDGiig0REREREclVcHDwafexExtNmzZlzpw5REZGsnz5cpYvX84VV1zBbbfdxg033HDSsfJybBERERERkROpYkNERERERHLlcrlOu4+doAgKCiIkJITjx4/Ttm1bALZs2cJtt91GSEgILpeL//3vf0RFRbF//36aNm3q09hFRERERKR4UsWGiIiIiIjkKi+JjRP3KVWqFHPnzmXu3LkMGDAg237vvPMOc+fO5fHHH/d6rCIiIiIiUjKoYkNERERERHLlcrnYunUrFStWzHH7kSNHuOWWW7I9d/z4cVq1agWYGRt33HEHABkZGe6qjqAg3WMlIiIiIiIFo8SGiIiIiIjkyuVyUbNmzVMODz9RqVKlWL58OQC33367+/nU1FTGjh3L4sWLWbBggS/CFRERERGREkCJDRERERERyZVlWXneJzU1lfT09JO2Z2RkkJycTFJSEt9//717Dse5557r9XhFRERERKT4U2JDRERERERylZ/ExltvvcVnn31G/fr13a2oLMsiOTmZsmXLsmvXLjZv3kzNmjUZPXo048aN82XoIiIiIiJSTKmxrYiIiIiI5CozM/O0+2RkZADwwAMP8Oeff9KsWTOmTp3KlClT6NChA0uXLiU+Pp5KlSpRo0YNX4csIiIiIiLFnCo2REREREQkVxkZGacdHn7ttde6H99xxx2UKlWKChUqYFkWu3bt4sYbb2Tbtm1cdtlluFyuogpdRERERESKKSU2REREREQkVxkZGacdHm7P1fj+++/ZuHEjM2bMAMzg8ZEjR/LYY48xZ84cRo0aBcCCBQsYPXo0NWvWLIqPICIiIiIixYzLykvTXBERERERkTxISUkhPDw823OrV69m6dKlDBgwAIBt27bx2muvcd999ym5ISIiIiIi+abEhoiIiIiIiIiIiIiIBAwNDxcRERERERERERERkYChxIaIiIiIiIiIiIiIiAQMJTZERERERERERERERCRgKLEhIiIiIiIiIiIiIiIBQ4kNEREREREREREREREJGEpsiIiIiIiIiIiIiIhIwFBiQ0REREREREREREREAoYSGyIiIiIiIiIiIiIiEjD+D0JkkpaF1uThAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31mThe Kernel crashed while executing code in the current cell or a previous cell. \n",
      "\u001b[1;31mPlease review the code in the cell(s) to identify a possible cause of the failure. \n",
      "\u001b[1;31mClick <a href='https://aka.ms/vscodeJupyterKernelCrash'>here</a> for more info. \n",
      "\u001b[1;31mView Jupyter <a href='command:jupyter.viewOutput'>log</a> for further details."
     ]
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import datetime\n",
    "\n",
    "# 获取当前日期往前推一年的日期范围\n",
    "end_date = datetime.datetime.now()\n",
    "end_date_str = end_date.strftime('%Y%m%d')\n",
    "days = 365 * 5\n",
    "\n",
    "# 获取十年国债收益率数据\n",
    "yield_ary = [\n",
    "    # ak.bond_china_yield(start_date='20160101', end_date='20161231'),\n",
    "    # ak.bond_china_yield(start_date='20170101', end_date='20171231'),\n",
    "    # ak.bond_china_yield(start_date='20180101', end_date='20181231'),\n",
    "    # ak.bond_china_yield(start_date='20190101', end_date='20191231'),\n",
    "    # ak.bond_china_yield(start_date='20200101', end_date='20201231'),\n",
    "    # ak.bond_china_yield(start_date='20210101', end_date='20211231'),\n",
    "    # ak.bond_china_yield(start_date='20220101', end_date='20221231'),\n",
    "    # ak.bond_china_yield(start_date='20230101', end_date='20231231'),\n",
    "    ak.bond_china_yield(start_date='20240101', end_date='20241231'),\n",
    "    ak.bond_china_yield(start_date='20250101', end_date=end_date_str)\n",
    "]\n",
    "yield_data = pd.concat(yield_ary, ignore_index=True)\n",
    "yield_data = yield_data.loc[yield_data['曲线名称'] == '中债国债收益率曲线', ['日期', '10年']].tail(days)\n",
    "print(yield_data.tail(10))\n",
    "yield_data[\"日期\"] = pd.to_datetime(yield_data[\"日期\"])\n",
    "\n",
    "# 获取上证指数数据\n",
    "sh_index = ak.stock_zh_index_daily(symbol=\"sh000001\")  # 上证指数代码\n",
    "sh_index['date'] = pd.to_datetime(sh_index['date'])\n",
    "sh_index.set_index('date', inplace=True)\n",
    "\n",
    "# 将上证指数数据的开始时间与十年期国债收益率的数据一致\n",
    "start_date = yield_data['日期'].min()  # 获取十年期国债收益率的最早日期\n",
    "sh_index = sh_index[sh_index.index >= start_date]  # 过滤上证指数数据，使其从十年期国债收益率的开始时间开始\n",
    "\n",
    "# 创建图形对象\n",
    "fig, ax1 = plt.subplots(figsize=(16, 6))\n",
    "\n",
    "# 绘制十年期国债收益率（左侧Y轴）\n",
    "ax1.plot(yield_data['日期'], yield_data['10年'], label='10年期国债收益率', color='green')\n",
    "ax1.set_xlabel('日期')\n",
    "ax1.set_ylabel('收益率 (%)', color='green')\n",
    "ax1.tick_params(axis='y', labelcolor='green')\n",
    "ax1.set_title('10年期国债收益率与上证指数')\n",
    "\n",
    "# 创建右侧的y轴，绘制上证指数\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(sh_index.index, sh_index['close'], label='上证指数', color='blue')\n",
    "ax2.set_ylabel('指数点位', color='blue')\n",
    "ax2.tick_params(axis='y', labelcolor='blue')\n",
    "\n",
    "# 显示图例\n",
    "ax1.legend(loc='upper left')  # 十年期国债收益率的图例\n",
    "ax2.legend(loc='upper right')  # 上证指数的图例\n",
    "\n",
    "fig.tight_layout()  # 调整布局以避免重叠\n",
    "plt.show()\n"
   ]
  }
 ],
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   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
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